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Analogy

Analogy is a comparison or correspondence between two things (or two groups of things) because of a third element that they are considered to share.[1]

In logic, it is an inference or an argument from one particular to another particular, as opposed to deduction, induction, and abduction. It is also used of where at least one of the premises, or the conclusion, is general rather than particular in nature. It has the general form A is to B as C is to D.

In a broader sense, analogical reasoning is a cognitive process of transferring some information or meaning of a particular subject (the analog, or source) onto another (the target); and also the linguistic expression corresponding to such a process. The term analogy can also refer to the relation between the source and the target themselves, which is often (though not always) a similarity, as in the biological notion of analogy.

Ernest Rutherford's model of the atom (modified by Niels Bohr) made an analogy between the atom and the Solar System.

Analogy plays a significant role in human thought processes. It has been argued that analogy lies at "the core of cognition".[2]

Etymology edit

The English word analogy derives from the Latin analogia, itself derived from the Greek ἀναλογία, "proportion", from ana- "upon, according to" [also "again", "anew"] + logos "ratio" [also "word, speech, reckoning"].[3][4]

Models and theories edit

Analogy plays a significant role in problem solving, as well as decision making, argumentation, perception, generalization, memory, creativity, invention, prediction, emotion, explanation, conceptualization and communication. It lies behind basic tasks such as the identification of places, objects and people, for example, in face perception and facial recognition systems. Hofstadter has argued that analogy is "the core of cognition".[5]

An analogy is not a figure of speech but a kind of thought. Specific analogical language uses exemplification, comparisons, metaphors, similes, allegories, and parables, but not metonymy. Phrases like and so on, and the like, as if, and the very word like also rely on an analogical understanding by the receiver of a message including them. Analogy is important not only in ordinary language and common sense (where proverbs and idioms give many examples of its application) but also in science, philosophy, law and the humanities.

The concepts of association, comparison, correspondence, mathematical and morphological homology, homomorphism, iconicity, isomorphism, metaphor, resemblance, and similarity are closely related to analogy. In cognitive linguistics, the notion of conceptual metaphor may be equivalent to that of analogy. Analogy is also a basis for any comparative arguments as well as experiments whose results are transmitted to objects that have been not under examination (e.g., experiments on rats when results are applied to humans).

Analogy has been studied and discussed since classical antiquity by philosophers, scientists, theologists and lawyers. The last few decades have shown a renewed interest in analogy, most notably in cognitive science.

Development edit

Cajetan named several kinds of analogy that had been used but previously unnamed, particularly: [7]

  • Analogy of attribution (analogia attributionis) or improper proportionality, e.g., "This food is healthy."
  • Analogy of proportionality (analogia proportionalitatis) or proper proportionality, e.g., "2 is to 1 as 4 is to 2", or "the goodness of humans is relative to their essence as the goodness of God is relative to God's essence."[8]
  • Metaphor, e.g., steely determination.

Identity of relation edit

In ancient Greek the word αναλογια (analogia) originally meant proportionality, in the mathematical sense, and it was indeed sometimes translated to Latin as proportio.[citation needed] Analogy was understood as identity of relation between any two ordered pairs, whether of mathematical nature or not.

Analogy and abstraction are different cognitive processes, and analogy is often an easier one. This analogy is not comparing all the properties between a hand and a foot, but rather comparing the relationship between a hand and its palm to a foot and its sole.[9] While a hand and a foot have many dissimilarities, the analogy focuses on their similarity in having an inner surface.

The same notion of analogy was used in the US-based SAT college admission tests, that included "analogy questions" in the form "A is to B as C is to what?" For example, "Hand is to palm as foot is to ____?" These questions were usually given in the Aristotelian format: HAND : PALM : : FOOT : ____ While most competent English speakers will immediately give the right answer to the analogy question (sole), it is more difficult to identify and describe the exact relation that holds both between pairs such as hand and palm, and between foot and sole. This relation is not apparent in some lexical definitions of palm and sole, where the former is defined as the inner surface of the hand, and the latter as the underside of the foot.

Kant's Critique of Judgment held to this notion of analogy, arguing that there can be exactly the same relation between two completely different objects.

Shared abstraction edit

 
In several cultures,[which?] the Sun is the source of an analogy to God.

Greek philosophers such as Plato and Aristotle used a wider notion of analogy. They saw analogy as a shared abstraction.[10] Analogous objects did not share necessarily a relation, but also an idea, a pattern, a regularity, an attribute, an effect or a philosophy. These authors also accepted that comparisons, metaphors and "images" (allegories) could be used as arguments, and sometimes they called them analogies. Analogies should also make those abstractions easier to understand and give confidence to those who use them.

James Francis Ross in Portraying Analogy (1982), the first substantive examination of the topic since Cajetan's De Nominum Analogia,[dubious ] demonstrated that analogy is a systematic and universal feature of natural languages, with identifiable and law-like characteristics which explain how the meanings of words in a sentence are interdependent.

Special case of induction edit

On the contrary, Ibn Taymiyya,[11][12][13] Francis Bacon and later John Stuart Mill argued that analogy is simply a special case of induction.[10] In their view analogy is an inductive inference from common known attributes to another probable common attribute, which is known about only in the source of the analogy, in the following form:

Premises
a is C, D, E, F, G
b is C, D, E, F
Conclusion
b is probably G.

Shared structure edit

 
According to Shelley (2003), the study of the coelacanth drew heavily on analogies from other fish.

Contemporary cognitive scientists use a wide notion of analogy, extensionally close to that of Plato and Aristotle, but framed by Gentner's (1983) structure mapping theory.[14] The same idea of mapping between source and target is used by conceptual metaphor and conceptual blending theorists. Structure mapping theory concerns both psychology and computer science. According to this view, analogy depends on the mapping or alignment of the elements of source and target. The mapping takes place not only between objects, but also between relations of objects and between relations of relations. The whole mapping yields the assignment of a predicate or a relation to the target. Structure mapping theory has been applied and has found considerable confirmation in psychology. It has had reasonable success in computer science and artificial intelligence (see below). Some studies extended the approach to specific subjects, such as metaphor and similarity.[15]

Applications and types edit

Logic edit

Logicians analyze how analogical reasoning is used in arguments from analogy.

An analogy can be stated using is to and as when representing the analogous relationship between two pairs of expressions, for example, "Smile is to mouth, as wink is to eye." In the field of mathematics and logic, this can be formalized with colon notation to represent the relationships, using single colon for ratio, and double colon for equality.[16]

In the field of testing, the colon notation of ratios and equality is often borrowed, so that the example above might be rendered, "Smile : mouth :: wink : eye" and pronounced the same way.[16][17]


Linguistics edit

  • An analogy can be the linguistic process that reduces word forms thought to break rules to more common forms that follow these rules. For example, the English verb help once had the preterite (simple past tense in English) holp and the past participle holpen. These old-fashioned forms have been discarded and replaced by helped by using the power of analogy (or by applying the more frequently used Verb-ed rule.) This is called morphological leveling. Analogies can sometimes create rule-breaking forms; one example is the American English past tense form of dive: dove, formed on analogy with words such as drive: drove.
  • Neologisms can also be formed by analogy with existing words. A good example is software, formed by analogy with hardware; other analogous neologisms such as firmware and vapourware have followed. Another example is the humorous[18] term underwhelm, formed by analogy with overwhelm.
  • Some people present analogy as an alternative to generative rules for explaining the productive formation of structures such as words. Others argue that they are in fact the same and that rules are analogies that have essentially become standard parts of the linguistic system, whereas clearer cases of analogy have simply not (yet) done so (e.g. Langacker 1987.445–447). This view agrees with the current views of analogy in cognitive science which are discussed above.

Analogy is also a term used in the Neogrammarian school of thought as a catch-all to describe any morphological change in a language that cannot be explained merely sound change or borrowing.

Science edit

Analogies are mainly used as a means of creating new ideas and hypotheses, or testing them, which is called a heuristic function of analogical reasoning.

Analogical arguments can also be probative, meaning that they serve as a means of proving the rightness of particular theses and theories. This application of analogical reasoning in science is debatable. Analogy can help prove important theories, especially in those kinds of science in which logical or empirical proof is not possible such as theology, philosophy or cosmology when it relates to those areas of the cosmos (the universe) that are beyond any data-based observation and knowledge about them stems from the human insight and thinking outside the senses.

Analogy can be used in theoretical and applied sciences in the form of models or simulations which can be considered as strong indications of probable correctness. Other, much weaker, analogies may also assist in understanding and describing nuanced or key functional behaviours of systems that are otherwise difficult to grasp or prove. For instance, an analogy used in physics textbooks compares electrical circuits to hydraulic circuits.[19] Another example is the analogue ear based on electrical, electronic or mechanical devices.

Mathematics edit

Some types of analogies can have a precise mathematical formulation through the concept of isomorphism. In detail, this means that if two mathematical structures are of the same type, an analogy between them can be thought of as a bijection which preserves some or all of the relevant structure. For example,   and   are isomorphic as vector spaces, but the complex numbers,  , have more structure than   does:   is a field as well as a vector space.

Category theory takes the idea of mathematical analogy much further with the concept of functors. Given two categories C and D, a functor f from C to D can be thought of as an analogy between C and D, because f has to map objects of C to objects of D and arrows of C to arrows of D in such a way that the structure of their respective parts is preserved. This is similar to the structure mapping theory of analogy of Dedre Gentner, because it formalises the idea of analogy as a function which makes certain conditions true.

Artificial intelligence edit

A computer algorithm has achieved human-level performance on multiple-choice analogy questions from the SAT test. The algorithm measures the similarity of relations between pairs of words (e.g., the similarity between the pairs HAND:PALM and FOOT:SOLE) by statistically analysing a large collection of text. It answers SAT questions by selecting the choice with the highest relational similarity.[20]

The analogical reasoning in the human mind is free of the false inferences plaguing conventional artificial intelligence models, (called systematicity). Steven Phillips and William H. Wilson[21][22] use category theory to mathematically demonstrate how such reasoning could arise naturally by using relationships between the internal arrows that keep the internal structures of the categories rather than the mere relationships between the objects (called "representational states"). Thus, the mind, and more intelligent AIs, may use analogies between domains whose internal structures transform naturally and reject those that do not.

Keith Holyoak and Paul Thagard (1997) developed their multiconstraint theory within structure mapping theory. They defend that the "coherence" of an analogy depends on structural consistency, semantic similarity and purpose. Structural consistency is the highest when the analogy is an isomorphism, although lower levels can be used as well. Similarity demands that the mapping connects similar elements and relationships between source and target, at any level of abstraction. It is the highest when there are identical relations and when connected elements have many identical attributes. An analogy achieves its purpose if it helps solve the problem at hand. The multiconstraint theory faces some difficulties when there are multiple sources, but these can be overcome.[10] Hummel and Holyoak (2005) recast the multiconstraint theory within a neural network architecture. A problem for the multiconstraint theory arises from its concept of similarity, which, in this respect, is not obviously different from analogy itself. Computer applications demand that there are some identical attributes or relations at some level of abstraction. The model was extended (Doumas, Hummel, and Sandhofer, 2008) to learn relations from unstructured examples (providing the only current account of how symbolic representations can be learned from examples).[23]

Mark Keane and Brayshaw (1988) developed their Incremental Analogy Machine (IAM) to include working memory constraints as well as structural, semantic and pragmatic constraints, so that a subset of the base analogue is selected and mapping from base to target occurs in series.[24][25] Empirical evidence shows that humans are better at using and creating analogies when the information is presented in an order where an item and its analogue are placed together..[26]

Eqaan Doug and his team[27] challenged the shared structure theory and mostly its applications in computer science. They argue that there is no clear line between perception, including high-level perception, and analogical thinking. In fact, analogy occurs not only after, but also before and at the same time as high-level perception. In high-level perception, humans make representations by selecting relevant information from low-level stimuli. Perception is necessary for analogy, but analogy is also necessary for high-level perception. Chalmers et al. concludes that analogy actually is high-level perception. Forbus et al. (1998) claim that this is only a metaphor.[28] It has been argued (Morrison and Dietrich 1995) that Hofstadter's and Gentner's groups do not defend opposite views, but are instead dealing with different aspects of analogy.[29]

Anatomy edit

In anatomy, two anatomical structures are considered to be analogous when they serve similar functions but are not evolutionarily related, such as the legs of vertebrates and the legs of insects. Analogous structures are the result of independent evolution and should be contrasted with structures which shared an evolutionary line.

Engineering edit

Often a physical prototype is built to model and represent some other physical object. For example, wind tunnels are used to test scale models of wings and aircraft which are analogous to (correspond to) full-size wings and aircraft.

For example, the MONIAC (an analogue computer) used the flow of water in its pipes as an analogue to the flow of money in an economy.

Cybernetics edit

Where two or more biological or physical participants meet, they communicate and the stresses produced describe internal models of the participants. Pask in his conversation theory asserts an analogy that describes both similarities and differences between any pair of the participants' internal models or concepts exists.

History edit

In historical science, comparative historical analysis often uses the concept of analogy and analogical reasoning. Recent methods involving calculation operate on large document archives, allowing for analogical or corresponding terms from the past to be found as a response to random questions by users (e.g., Myanmar - Burma) [30] and explained.[31]

Morality edit

Analogical reasoning plays a very important part in morality. This may be because morality is supposed to be impartial and fair. If it is wrong to do something in a situation A, and situation B corresponds to A in all related features, then it is also wrong to perform that action in situation B. Moral particularism accepts such reasoning, instead of deduction and induction, since only the first can be used regardless of any moral principles.

Psychology edit

Structure mapping theory edit

Structure mapping, originally proposed by Dedre Gentner, is a theory in psychology that describes the psychological processes involved in reasoning through, and learning from, analogies.[32] More specifically, this theory aims to describe how familiar knowledge, or knowledge about a base domain, can be used to inform an individual's understanding of a less familiar idea, or a target domain.[33] According to this theory, individuals view their knowledge of ideas, or domains, as interconnected structures.[34] In other words, a domain is viewed as consisting of objects, their properties, and the relationships that characterise their interactions.[35] The process of analogy then involves:

  1. Recognising similar structures between the base and target domains.
  2. Finding deeper similarities by mapping other relationships of a base domain to the target domain.
  3. Cross-checking those findings against existing knowledge of the target domain.[33][35]

In general, it has been found that people prefer analogies where the two systems correspond highly to each other (e.g. have similar relationships across the domains as opposed to just having similar objects across domains) when these people try to compare and contrast the systems. This is also known as the systematicity principle.[34]

An example that has been used to illustrate structure mapping theory comes from Gentner and Gentner (1983) and uses the base domain of flowing water and the target domain of electricity.[36] In a system of flowing water, the water is carried through pipes and the rate of water flow is determined by the pressure of the water towers or hills. This relationship corresponds to that of electricity flowing through a circuit. In a circuit, the electricity is carried through wires and the current, or rate of flow of electricity, is determined by the voltage, or electrical pressure. Given the similarity in structure, or structural alignment, between these domains, structure mapping theory would predict that relationships from one of these domains, would be inferred in the other using analogy.[35]

Children edit

Children do not always need prompting to make comparisons in order to learn abstract relationships. Eventually, children undergo a relational shift, after which they begin seeing similar relations across different situations instead of merely looking at matching objects.[37] This is critical in their cognitive development as continuing to focus on specific objects would reduce children's ability to learn abstract patterns and reason analogically.[37] Interestingly, some researchers have proposed that children's basic brain functions (i.e., working memory and inhibitory control) do not drive this relational shift. Instead, it is driven by their relational knowledge, such as having labels for the objects that make the relationships clearer(see previous section).[37] However, there is not enough evidence to determine whether the relational shift is actually because basic brain functions become better or relational knowledge becomes deeper.[35]

Additionally, research has identified several factors that may increase the likelihood that a child may spontaneously engage in comparison and learn an abstract relationship, without the need for prompts.[38] Comparison is more likely when the objects to be compared are close together in space and/or time, [38] are highly similar (although not so similar that they match, which interfere with identifying relationships),[35] or share common labels.

Law edit

In law, analogy is primarily used to resolve issues on which there is no previous authority. A distinction can be made between analogical reasoning employed in statutory law and analogical reasoning present in precedential law (case law).

Statutory edit

In statutory law analogy is used in order to fill the so-called lacunas, gaps or loopholes.

  • A gap arises when a specific case or legal issue is not clearly dealt with in written law. Then, one may identify a provision required by law which covers the cases that are similar to the case at hand and apply this provision to this case by analogy. Such a gap, in civil law countries, is referred to as a gap extra legem (outside of the law), while analogy which closes it is termed analogy extra legem (outside of the law). The very case at hand is named: an unprovided case.
  • A second gap comes into being when there is a law-controlled provision which applies to the case at hand but this provision leads in this case to an unwanted outcome. Then, one may try to find another law-controlled provision that covers cases similar to the case at hand, using analogy to act upon this provision instead of the provision that applies to it directly. This kind of gap is called a gap contra legem (against the law), while analogy which fills this gap is referred to as analogy contra legem (against the law).
  • A third gap occurs where a law-controlled provision regulates the case at hand, but is unclear or ambiguous. In such circumstances, to decide the case at hand, one may try to find out what this provision means by relying on law-controlled provisions which address cases that are similar to the case at hand or other cases that are regulated by this unclear/ambiguous provision for help. A gap of this type is named gap intra legem (within the law) and analogy which deals with it is referred to as analogy intra legem (within the law). In Equity, the expression infra legem is used (below the law).

The similarity upon which law-controlled analogy depends on may depend on the resemblance of raw facts of the cases being compared, the purpose (the so-called ratio legis which is generally the will of the legislature) of a law-controlled provision which is applied by analogy or some other sources.

Law-controlled analogy may be also based upon more than one statutory provision or even a spirit of law. In the latter case, it is called analogia iuris (from the law in general) as opposed to analogia legis (from a specific legal provision or provisions).

Case edit

In case law (precedential law), analogies can be drawn from precedent cases. The judge who decides the case at hand may find that the facts of this case are similar to the facts of one of the prior cases to an extent that the outcomes of these cases are treated as the same or similar: stare decesis. Such use of analogy in precedential law is related or connected to the so-called cases of first impression in name, i.e. the cases which have not been regulated by any binding judge's precedent (are not covered by a precedential rule of such a precedent).

Reasoning from (dis)analogy is also sufficiently employed, while a judge is distinguishing a precedent. That is, upon the discerned differences between the case at hand and the precedential case, a judge rejects to decide the case upon the precedent whose precedential rule embraces the case at hand.

There is also much room for some other uses of analogy in precedential law. One of them is resort to analogical reasoning, while resolving the conflict between two or more precedents which all apply to the case at hand despite dictating different legal outcomes for that case. Analogy can also take part in verifying the contents of ratio decidendi, deciding upon precedents that have become irrelevant or quoting precedents form other jurisdictions. It is visible in legal Education, notably in the US (the so-called 'case method').

Restrictions and Civil Law edit

The law of every jurisdiction is different. In legal matters, sometimes the use of analogy is forbidden (by the very law or common agreement between judges and scholars): the most common instances concern criminal, international, administrative and tax law, especially in jurisdictions which do not have a common law system. For example:

  • Analogy should not be resorted to in criminal matters whenever its outcome would be unfavorable to the accused or suspect. Such a ban finds its footing in the principle: "nullum crimen, nulla poena sine lege", which is understood in the way that there is no crime (punishment) unless it is plainly provided for in a law-controlled provision or an already existing judicial precedent.
  • Analogy should be applied with caution in the domain of tax law. Here, the principle: "nullum tributum sine lege" justifies a general ban on the usage of analogy that would lead to an increase in taxation or whose results would – for some other reason – be harmful to the interests of taxpayers.
  • Extending by analogy those provisions of administrative law that restrict human rights and the rights of the citizens (particularly the category of the so-called "individual rights" or "basic rights") is prohibited in many jurisdictions. Analogy generally should also not be resorted to in order to make the citizen's burdens and obligations larger.
  • The other limitations on the use of analogy in law, among many others, apply to:
    • the analogical extension of statutory provisions that involve exceptions to more general law-controlled regulation or provisions (this restriction flows from the well-known, especially in civil law continental legal systems, Latin maxims: "exceptiones non sunt excendentae", "exception est strictissimae interpretationis" and "singularia non sunt extendenda")
    • the usage of an analogical argument with regard to those law-controlled provisions which comprise lists (enumerations)
    • extending by analogy those law-controlled provisions that give the impression that the Legislator intended to regulate some issues in an exclusive (exhaustive) manner (such a manner is especially implied when the wording of a given statutory provision involves such pointers as: "only", "exclusively", "solely", "always", "never") or which have a plain precise meaning.

In civil law jurisdictions, analogy may be permitted or required by law. But also in this branch of law there are some restrictions confining the possible scope of the use of an analogical argument. Such is, for instance, the prohibition to use analogy in relation to provisions regarding time limits or a general ban on the recourse to analogical arguments which lead to extension of those statutory provisions which envisage some obligations or burdens or which order (mandate) something. The other examples concern the usage of analogy in the field of property law, especially when one is going to create some new property rights by it or to extend these statutory provisions whose terms are unambiguous (unequivocal) and plain (clear), e.g.: be of or under a certain age.

Teaching strategies edit

Analogies as defined in rhetoric are a comparison between words, but an analogy more generally can also be used to illustrate and teach. To enlighten pupils on the relations between or within certain concepts, items or phenomena, a teacher may refer to other concepts, items or phenomena that pupils are more familiar with. It may help to create or clarify one theory (or theoretical model) via the workings of another theory (or theoretical model). Thus an analogy, as used in teaching, would be comparing a topic that students are already familiar with, with a new topic that is being introduced, so that students can get a better understanding of the new topic by relating back to existing knowledge. This can be particularly helpful when the analogy serves across different disciplines: indeed, there are various teaching innovations now emerging that use sight-based analogies for teaching and research across subjects such as science and the humanities.[39][40]

Shawn Glynn, a professor in the department of educational psychology and instructional technology at the University of Georgia, developed a theory on teaching with analogies and developed steps to explain the process of teaching with this method. The steps for teaching with analogies are as follows: Step one is introducing the new topic that is about to be taught and giving some general knowledge on the subject. Step two is reviewing the concept that the students already know to ensure they have the proper knowledge to assess the similarities between the two concepts. Step three is finding relevant features within the analogy of the two concepts. Step four is finding similarities between the two concepts so students are able to compare and contrast them in order to understand. Step five is indicating where the analogy breaks down between the two concepts. And finally, step six is drawing a conclusion about the analogy and comparing the new material with the already learned material. Typically this method is used to learn topics in science.[41]

In 1989, teacher Kerry Ruef began a program titled The Private Eye Project. It is a method of teaching that revolves around using analogies in the classroom to better explain topics. She thought of the idea to use analogies as a part of curriculum because she was observing objects once and she said, "my mind was noting what else each object reminded me of..." This led her to teach with the question, "what does [the subject or topic] remind you of?" The idea of comparing subjects and concepts led to the development of The Private Eye Project as a method of teaching.[42] The program is designed to build critical thinking skills with analogies as one of the main themes revolving around it. While Glynn focuses on using analogies to teach science, The Private Eye Project can be used for any subject including writing, math, art, social studies, and invention. It is now used by thousands of schools around the country.[43]

Religion edit

Catholicism edit

The Fourth Lateran Council of 1215 taught: For between creator and creature there can be noted no similarity so great that a greater dissimilarity cannot be seen between them.[44]

The theological exploration of this subject is called the analogia entis. The consequence of this theory is that all true statements concerning God (excluding the concrete details of Jesus' earthly life) are rough analogies, without implying any falsehood. Such analogical and true statements would include God is, God is Love, God is a consuming fire, God is near to all who call him, or God as Trinity, where being, love, fire, distance, number must be classed as analogies that allow human cognition of what is infinitely beyond positive or negative language.

The use of theological statements in syllogisms must take into account their analogical essence, in that every analogy breaks down when stretched beyond its intended meaning.

Islam edit

Islamic jurisprudence makes ample use of analogy as a means of making conclusions from outside sources of law. The bounds and rules employed to make analogical deduction vary greatly between madhhabs and to a lesser extent individual scholars. It is nonetheless a generally accepted source of law within jurisprudential epistemology, with the chief opposition to it forming the dhahiri (ostensiblist) school.

See also edit

Notes edit

  1. ^ The Oxford Companion to the English Language$ The Oxford Companion to the English Language (2 ed.). Oxford University Press. 2018. Retrieved 11 June 2023.
  2. ^ Hofstadter, Douglas. "Analogy as the Core of Cognition". Language, Cognition, and Computation Seminar Series. MIT. Retrieved 13 June 2023.
  3. ^ Henry George Liddell, Robert Scott, A Greek-English Lexicon, revised and augmented throughout by Sir Henry Stuart Jones, with the assistance of Roderick McKenzie (Oxford: Clarendon Press, 1940) on Perseus Digital Library. . Archived from the original on 2016-04-23. Retrieved 2018-05-21.{{cite web}}: CS1 maint: bot: original URL status unknown (link)
  4. ^ analogy, Online Etymology Dictionary. 2010-03-24 at the Wayback Machine
  5. ^ Hofstadter, Douglas. "Analogy as the Core of Cognition". Language, Cognition, and Computation Seminar Series. MIT. Retrieved 13 June 2023.
  6. ^ Hesse, Mary (October 1965). "Aristotle's Logic of Analogy". The Philosophical Quarterly. 15 (61): 328–340. doi:10.2307/2218258. JSTOR 2218258. Retrieved 11 June 2023.
  7. ^ Strumia, Alberto. "Analogy". Interdisciplinary Encyclogpedia of Religion and Science. Pontifical University of the Holy Cross. Retrieved 11 June 2023.
  8. ^ Tabaczek, Mariusz (November 2018). "htA Trace of Similarity within Even Greater Dissimilarity". Forum Philosophicum. 23 (1): 95–132. doi:10.5840/forphil20182314. Retrieved 11 June 2023.
  9. ^ "Journal of Statistics Education, V11N2: Martin". from the original on 2013-03-07. Retrieved 2012-12-10., Michael A. Martin, The Use of Analogies and Heuristics in Teaching Introductory Statistical Methods
  10. ^ a b c Shelley 2003
  11. ^ Hallaq, Wael B. (1985–1986). "The Logic of Legal Reasoning in Religious and Non-Religious Cultures: The Case of Islamic Law and the Common Law". Cleveland State Law Review. 34: 79–96 [93–5].
  12. ^ Ruth Mas (1998). "Qiyas: A Study in Islamic Logic" (PDF). Folia Orientalia. 34: 113–128. ISSN 0015-5675. (PDF) from the original on 2008-07-08.
  13. ^ John F. Sowa; Arun K. Majumdar (2003). "Analogical reasoning". Conceptual Structures for Knowledge Creation and Communication, Proceedings of ICCS 2003. Berlin: Springer-Verlag. from the original on 2010-04-05., pp. 16–36
  14. ^ See Dedre Gentner et al. 2001
  15. ^ See Gentner et al. 2001 and Gentner's publication page 2010-06-14 at the Wayback Machine.
  16. ^ a b Research and Education Association (June 1994). "2. Analogies". In Fogiel, M (ed.). Verbal Tutor for the SAT. Piscataway, New Jersey: Research & Education Assoc. pp. 84–86. ISBN 978-0-87891-963-5. OCLC 32747316. Retrieved 25 January 2018.
  17. ^ Schwartz, Linda; Heidrich, Stanley H.; Heidrich, Delana S. (1 January 2007). Power Practice: Analogies and Idioms, eBook. Huntington Beach, Calif.: Creative Teaching Press. pp. 4–. ISBN 978-1-59198-953-0. OCLC 232131611. Retrieved 25 January 2018.
  18. ^ . Oxford Dictionaries | English. Archived from the original on 2016-08-16. Retrieved 2017-04-07.
  19. ^ Going with the flow: Using analogies to explain electric circuits. Mark D. Walker and David Garlovsky. School Science Review, 97, no. 361 (2016): 51-58.https://www.academia.edu/33380466/Going_with_the_flow_Using_analogies_to_explain_electric_circuits_Going_with_the_flow_Using_analogies_to_explain_electric_circuits
  20. ^ Turney 2006
  21. ^ Phillips, Steven; Wilson, William H. (July 2010). "Categorial Compositionality: A Category Theory Explanation for the Systematicity of Human Cognition". PLOS Computational Biology. 6 (7): e1000858. Bibcode:2010PLSCB...6E0858P. doi:10.1371/journal.pcbi.1000858. PMC 2908697. PMID 20661306.
  22. ^ Phillips, Steven; Wilson, William H. (August 2011). "Categorial Compositionality II: Universal Constructions and a General Theory of (Quasi-)Systematicity in Human Cognition". PLOS Computational Biology. 7 (8): e1002102. Bibcode:2011PLSCB...7E2102P. doi:10.1371/journal.pcbi.1002102. PMC 3154512. PMID 21857816.
  23. ^ Doumas, Hummel, and Sandhofer, 2008
  24. ^ Keane, M.T. and Brayshaw, M. (1988). The Incremental Analogical Machine: a computational model of analogy. In D. H. Sleeman (Ed). European working session on learning. (pp.53–62). London: Pitman.
  25. ^ Keane, M.T. Ledgeway; Duff, S (1994). "Constraints on analogical mapping: a comparison of three models" (PDF). Cognitive Science. 18 (3): 387–438. doi:10.1016/0364-0213(94)90015-9.
  26. ^ Keane, M.T. (1997). "What makes an analogy difficult? The effects of order and causal structure in analogical mapping". Journal of Experimental Psychology: Learning, Memory, and Cognition. 23 (4): 946–967. doi:10.1037/0278-7393.23.4.946. PMID 9231438.
  27. ^ See Chalmers et al. 1991
  28. ^ Forbus et al., 1998
  29. ^ Morrison and Dietrich, 1995
  30. ^ Zhang, Y., Jatowt, A., Bhowmick, S., & Tanaka, K. (2015, July). Omnia mutantur, nihil interit: Connecting past with present by finding corresponding terms across time. In Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) (pp. 645-655). pdf
  31. ^ Zhang, Yating, Adam Jatowt, and Katsumi Tanaka. "Towards understanding word embeddings: Automatically explaining similarity of terms." In 2016 IEEE international conference on big data (big data), pp. 823-832. IEEE, 2016. pdf
  32. ^ Gentner, Dedre (April 1983). "Structure-Mapping: A Theoretical Framework for Analogy*". Cognitive Science. 7 (2): 155–170. doi:10.1207/s15516709cog0702_3. S2CID 5371492.
  33. ^ a b Gentner, Dedre (2006), "Analogical Reasoning, Psychology of", Encyclopedia of Cognitive Science, American Cancer Society, doi:10.1002/0470018860.s00473, ISBN 978-0-470-01886-6, retrieved 2020-12-09
  34. ^ a b Gentner, D.; Gunn, V. (June 2001). "Structural alignment facilitates the noticing of differences". Memory & Cognition. 29 (4): 565–577. doi:10.3758/bf03200458. ISSN 0090-502X. PMID 11504005. S2CID 1745309.
  35. ^ a b c d e Gentner, Dedre; Smith, Linsey A. (2013-03-11). Reisberg, Daniel (ed.). "Analogical Learning and Reasoning". The Oxford Handbook of Cognitive Psychology. doi:10.1093/oxfordhb/9780195376746.001.0001. ISBN 9780195376746. Retrieved 2020-12-09.
  36. ^ Gentner, Dedre; Stevens, Albert L. (2014-01-14). Mental Models. Psychology Press. doi:10.4324/9781315802725. ISBN 978-1-315-80272-5.
  37. ^ a b c Hespos, Susan J.; Anderson, Erin; Gentner, Dedre (2020), Childers, Jane B. (ed.), "Structure-Mapping Processes Enable Infants' Learning Across Domains Including Language", Language and Concept Acquisition from Infancy Through Childhood: Learning from Multiple Exemplars, Cham: Springer International Publishing, pp. 79–104, doi:10.1007/978-3-030-35594-4_5, ISBN 978-3-030-35594-4, S2CID 213450124, retrieved 2020-12-09
  38. ^ a b Gentner, Dedre; Hoyos, Christian (2017). "Analogy and Abstraction". Topics in Cognitive Science. 9 (3): 672–693. doi:10.1111/tops.12278. ISSN 1756-8765. PMID 28621480.
  39. ^ Mario Petrucci. "Crosstalk, Mutation, Chaos: bridge-building between the sciences and literary studies using Visual Analogy". from the original on 2013-09-25. {{cite journal}}: Cite journal requires |journal= (help)
  40. ^ Mario Petrucci. "Scientific Visualizations used as visual analogies in other disciplines". {{cite journal}}: Cite journal requires |journal= (help)
  41. ^ Glynn, Shawn M. Teaching with Analogies. 2008.
  42. ^ Johnson, Katie. Educational Leadership: Exploring the World with the Private Eye. September 1995. 16 October 2013 .
  43. ^ The Private Eye Project. The Private Eye Project. 2013.
  44. ^ Fourth Lateran Council of 1215

References edit

  • Cajetan, Tommaso De Vio, (1498), De Nominum Analogia, P.N. Zammit (ed.), 1934, The Analogy of Names, Koren, Henry J. and Bushinski, Edward A (trans.), 1953, Pittsburgh: Duquesne University Press.
  • Chalmers, D.J. et al. (1991). Chalmers, D.J., French, R.M., Hofstadter, D., High-Level Perception, Representation, and Analogy.
  • Coelho, Ivo (2010). "Analogy." ACPI Encyclopedia of Philosophy. Ed. Johnson J. Puthenpurackal. Bangalore: ATC. 1:64-68.
  • Doumas, L. A. A., Hummel, J.E., and Sandhofer, C. (2008). Psychological Review, 115, 1-43.
  • Drescher, F (2017). "Analogy in Thomas Aquinas and Ludwig Wittgenstein. A comparison". New Blackfriars. 99 (1081): 346–359. doi:10.1111/nbfr.12273.
  • Forbus, K. et al. (1998). .
  • Gentner, D. (1983). Structure-mapping: A theoretical framework for analogy. Cognitive Science, 7, 155–170. (Reprinted in A. Collins & E. E. Smith (Eds.), Readings in cognitive science: A perspective from psychology and artificial intelligence. Palo Alto, CA: Kaufmann).
  • Gentner, D., Holyoak, K.J., Kokinov, B. (Eds.) (2001). The Analogical Mind: Perspectives from Cognitive Science. Cambridge, MA, MIT Press, ISBN 0-262-57139-0
  • Hofstadter, D. (2001). Analogy as the Core of Cognition, in Dedre Gentner, Keith Holyoak, and Boicho Kokinov (eds.) The Analogical Mind: Perspectives from Cognitive Science, Cambridge, MA: The MIT Press, 2001, pp. 499–538.
  • Holland, J.H., Holyoak, K.J., Nisbett, R.E., and Thagard, P. (1986). Induction: Processes of Inference, Learning, and Discovery. Cambridge, MA, MIT Press, ISBN 0-262-58096-9.
  • Holyoak, K.J., and Thagard, P. (1995). Mental Leaps: Analogy in Creative Thought. Cambridge, MA, MIT Press, ISBN 0-262-58144-2.
  • Holyoak, K.J., and Thagard, P. (1997). The Analogical Mind.
  • Hummel, J.E., and Holyoak, K.J. (2005). Relational Reasoning in a Neurally Plausible Cognitive Architecture 2021-10-11 at the Wayback Machine
  • Itkonen, E. (2005). Analogy as Structure and Process. Amsterdam/Philadelphia: John Benjamins Publishing Company.
  • Juthe, A. (2005). "Argument by Analogy", in Argumentation (2005) 19: 1–27.
  • Keane, M.T. Ledgeway; Duff, S (1994). "Constraints on analogical mapping: a comparison of three models" (PDF). Cognitive Science. 18 (3): 287–334. doi:10.1016/0364-0213(94)90015-9.
  • Keane, M.T. (1997). "What makes an analogy difficult? The effects of order and causal structure in analogical mapping". Journal of Experimental Psychology: Learning, Memory, and Cognition. 123 (4): 946–967. doi:10.1037/0278-7393.23.4.946. PMID 9231438.
  • Lamond, G. (2006). Precedent and Analogy in Legal Reasoning, in Stanford Encyclopedia of Philosophy.
  • Langacker, Ronald W. (1987). Foundations of Cognitive grammar. Vol. I, Theoretical prerequisites. Stanford: Stanford University Press.
  • Little, J (2000). "Analogy in Science: Where Do We Go From Here?". Rhetoric Society Quarterly. 30: 69–92. doi:10.1080/02773940009391170. S2CID 145500740.
  • Little, J (2008). "The Role of Analogy in George Gamow's Derivation of Drop Energy". Technical Communication Quarterly. 17 (2): 1–19. doi:10.1080/10572250701878876. S2CID 32910655.
  • Melandri, Enzo. La linea e il circolo. Studio logico-filosofico sull'analogia (1968), Quodlibet, Macerata 2004 prefazione di Giorgio Agamben.
  • Morrison, C., and Dietrich, E. (1995). .
  • Pessali, H.; Dalto, F. and Fernández, R. (2015). Analogies we suffer by: the case of the state as a household. In: Tae-Hee Jo; Zdravka Todorova (Org.). Advancing the Frontiers of Heterodox Economics: Essays in Honor of Frederic S. Lee. Nova Iorque: Routledge, p. 281-295.
  • Perelman, Ch, Olbrechts-Tyteca, L. (1969), The New Rhetoric: A Treatise on Argumentation, Notre Dame 1969.
  • Ross, J.F., (1982), Portraying Analogy. Cambridge: Cambridge University Press.
  • Ross, J.F. (October 1970). "Analogy and The Resolution of Some Cognitivity Problems". The Journal of Philosophy. 67 (20): 725–746. doi:10.2307/2024008. JSTOR 2024008.
  • Ross, J.F. (September 1961). "Analogy as a Rule of Meaning for Religious Language". International Philosophical Quarterly. 1 (3): 468–502. doi:10.5840/ipq19611356.
  • Ross, J.F., (1958), A Critical Analysis of the Theory of Analogy of St Thomas Aquinas, (Ann Arbor, MI: University Microfilms Inc).
  • Shelley, C. (2003). Multiple analogies in Science and Philosophy. Amsterdam/Philadelphia: John Benjamins Publishing Company.
  • Turney, P.D.; Littman, M.L. (2005). "Corpus-based learning of analogies and semantic relations". Machine Learning. 60 (1–3): 251–278. arXiv:cs/0508103. doi:10.1007/s10994-005-0913-1. S2CID 9322367.
  • Turney, P.D. (2006). "Similarity of semantic relations". Computational Linguistics. 32 (3): 379–416. arXiv:cs/0608100. doi:10.1162/coli.2006.32.3.379. S2CID 2468783.

External links edit

  • Stanford Encyclopedia of Philosophy "Analogy and Analogical Reasoning", by Paul Bartha.
  • Stanford Encyclopedia of Philosophy "Medieval Theories of Analogy", by E. Jennifer Ashworth.
  • Stanford Encyclopedia of Philosophy "Precedent and Analogy in Legal Reasoning", by Grant Lamond.
  • Dictionary of the History of Ideas Analogy in Early Greek Thought.
  • Dictionary of the History of Ideas Analogy in Patristic and Medieval Thought.
  • Computational approaches to computing temporal analogy.

analogy, other, uses, disambiguation, this, article, multiple, issues, please, help, improve, discuss, these, issues, talk, page, learn, when, remove, these, template, messages, this, article, lack, focus, about, more, than, topic, please, help, improve, this,. For other uses see Analogy disambiguation This article has multiple issues Please help improve it or discuss these issues on the talk page Learn how and when to remove these template messages This article may lack focus or may be about more than one topic Please help improve this article possibly by splitting the article and or by introducing a disambiguation page or discuss this issue on the talk page April 2023 This article needs additional citations for verification Please help improve this article by adding citations to reliable sources Unsourced material may be challenged and removed Find sources Analogy news newspapers books scholar JSTOR June 2023 Learn how and when to remove this template message Learn how and when to remove this template message Analogy is a comparison or correspondence between two things or two groups of things because of a third element that they are considered to share 1 In logic it is an inference or an argument from one particular to another particular as opposed to deduction induction and abduction It is also used of where at least one of the premises or the conclusion is general rather than particular in nature It has the general form A is to B as C is to D In a broader sense analogical reasoning is a cognitive process of transferring some information or meaning of a particular subject the analog or source onto another the target and also the linguistic expression corresponding to such a process The term analogy can also refer to the relation between the source and the target themselves which is often though not always a similarity as in the biological notion of analogy Ernest Rutherford s model of the atom modified by Niels Bohr made an analogy between the atom and the Solar System Analogy plays a significant role in human thought processes It has been argued that analogy lies at the core of cognition 2 Contents 1 Etymology 2 Models and theories 2 1 Development 2 2 Identity of relation 2 3 Shared abstraction 2 4 Special case of induction 2 5 Shared structure 3 Applications and types 3 1 Logic 3 2 Linguistics 3 3 Science 3 3 1 Mathematics 3 3 2 Artificial intelligence 3 3 3 Anatomy 3 3 4 Engineering 3 3 5 Cybernetics 3 3 6 History 3 4 Morality 3 5 Psychology 3 5 1 Structure mapping theory 3 5 1 1 Children 3 6 Law 3 6 1 Statutory 3 6 2 Case 3 6 3 Restrictions and Civil Law 3 7 Teaching strategies 3 8 Religion 3 8 1 Catholicism 3 8 2 Islam 4 See also 5 Notes 6 References 7 External linksEtymology editThe English word analogy derives from the Latin analogia itself derived from the Greek ἀnalogia proportion from ana upon according to also again anew logos ratio also word speech reckoning 3 4 Models and theories editAnalogy plays a significant role in problem solving as well as decision making argumentation perception generalization memory creativity invention prediction emotion explanation conceptualization and communication It lies behind basic tasks such as the identification of places objects and people for example in face perception and facial recognition systems Hofstadter has argued that analogy is the core of cognition 5 An analogy is not a figure of speech but a kind of thought Specific analogical language uses exemplification comparisons metaphors similes allegories and parables but not metonymy Phrases like and so on and the like as if and the very word like also rely on an analogical understanding by the receiver of a message including them Analogy is important not only in ordinary language and common sense where proverbs and idioms give many examples of its application but also in science philosophy law and the humanities The concepts of association comparison correspondence mathematical and morphological homology homomorphism iconicity isomorphism metaphor resemblance and similarity are closely related to analogy In cognitive linguistics the notion of conceptual metaphor may be equivalent to that of analogy Analogy is also a basis for any comparative arguments as well as experiments whose results are transmitted to objects that have been not under examination e g experiments on rats when results are applied to humans Analogy has been studied and discussed since classical antiquity by philosophers scientists theologists and lawyers The last few decades have shown a renewed interest in analogy most notably in cognitive science Development edit Aristotle identified analogy in works such as Metaphysics and Nicomachean Ethics 6 Roman lawyers used analogical reasoning and the Greek word analogia citation needed In Islamic logic analogical reasoning was used for the process of qiyas in Islamic sharia law and fiqh jurisprudence citation needed Medieval lawyers distinguished analogia legis and analogia iuris see below The Middle Ages saw an increased use and theorization of analogy In Christian scholastic theology analogical arguments were accepted in order to explain the attributes of God Aquinas made a distinction between equivocal univocal and analogical terms the last being those like healthy that have different but related meanings Not only a person can be healthy but also the food that is good for health see the contemporary distinction between polysemy and homonymy citation needed Thomas Cajetan wrote an influential treatise on analogy In all of these cases the wide Platonic and Aristotelian notion of analogy was preserved Cajetan named several kinds of analogy that had been used but previously unnamed particularly 7 Analogy of attribution analogia attributionis or improper proportionality e g This food is healthy Analogy of proportionality analogia proportionalitatis or proper proportionality e g 2 is to 1 as 4 is to 2 or the goodness of humans is relative to their essence as the goodness of God is relative to God s essence 8 Metaphor e g steely determination Identity of relation edit In ancient Greek the word analogia analogia originally meant proportionality in the mathematical sense and it was indeed sometimes translated to Latin as proportio citation needed Analogy was understood as identity of relation between any two ordered pairs whether of mathematical nature or not Analogy and abstraction are different cognitive processes and analogy is often an easier one This analogy is not comparing all the properties between a hand and a foot but rather comparing the relationship between a hand and its palm to a foot and its sole 9 While a hand and a foot have many dissimilarities the analogy focuses on their similarity in having an inner surface The same notion of analogy was used in the US based SAT college admission tests that included analogy questions in the form A is to B as C is to what For example Hand is to palm as foot is to These questions were usually given in the Aristotelian format HAND PALM FOOT While most competent English speakers will immediately give the right answer to the analogy question sole it is more difficult to identify and describe the exact relation that holds both between pairs such as hand and palm and between foot and sole This relation is not apparent in some lexical definitions of palm and sole where the former is defined as the inner surface of the hand and the latter as the underside of the foot Kant s Critique of Judgment held to this notion of analogy arguing that there can be exactly the same relation between two completely different objects Shared abstraction edit nbsp In several cultures which the Sun is the source of an analogy to God Greek philosophers such as Plato and Aristotle used a wider notion of analogy They saw analogy as a shared abstraction 10 Analogous objects did not share necessarily a relation but also an idea a pattern a regularity an attribute an effect or a philosophy These authors also accepted that comparisons metaphors and images allegories could be used as arguments and sometimes they called them analogies Analogies should also make those abstractions easier to understand and give confidence to those who use them James Francis Ross in Portraying Analogy 1982 the first substantive examination of the topic since Cajetan s De Nominum Analogia dubious discuss demonstrated that analogy is a systematic and universal feature of natural languages with identifiable and law like characteristics which explain how the meanings of words in a sentence are interdependent Special case of induction edit On the contrary Ibn Taymiyya 11 12 13 Francis Bacon and later John Stuart Mill argued that analogy is simply a special case of induction 10 In their view analogy is an inductive inference from common known attributes to another probable common attribute which is known about only in the source of the analogy in the following form Premises a is C D E F G b is C D E F Conclusion b is probably G Shared structure edit nbsp According to Shelley 2003 the study of the coelacanth drew heavily on analogies from other fish Contemporary cognitive scientists use a wide notion of analogy extensionally close to that of Plato and Aristotle but framed by Gentner s 1983 structure mapping theory 14 The same idea of mapping between source and target is used by conceptual metaphor and conceptual blending theorists Structure mapping theory concerns both psychology and computer science According to this view analogy depends on the mapping or alignment of the elements of source and target The mapping takes place not only between objects but also between relations of objects and between relations of relations The whole mapping yields the assignment of a predicate or a relation to the target Structure mapping theory has been applied and has found considerable confirmation in psychology It has had reasonable success in computer science and artificial intelligence see below Some studies extended the approach to specific subjects such as metaphor and similarity 15 Applications and types editThis section may contain excessive or irrelevant examples Please help improve the article by adding descriptive text and removing less pertinent examples April 2023 Logic edit Logicians analyze how analogical reasoning is used in arguments from analogy An analogy can be stated using is to and as when representing the analogous relationship between two pairs of expressions for example Smile is to mouth as wink is to eye In the field of mathematics and logic this can be formalized with colon notation to represent the relationships using single colon for ratio and double colon for equality 16 In the field of testing the colon notation of ratios and equality is often borrowed so that the example above might be rendered Smile mouth wink eye and pronounced the same way 16 17 Linguistics edit An analogy can be the linguistic process that reduces word forms thought to break rules to more common forms that follow these rules For example the English verb help once had the preterite simple past tense in English holp and the past participle holpen These old fashioned forms have been discarded and replaced by helped by using the power of analogy or by applying the more frequently used Verb ed rule This is called morphological leveling Analogies can sometimes create rule breaking forms one example is the American English past tense form of dive dove formed on analogy with words such as drive drove Neologisms can also be formed by analogy with existing words A good example is software formed by analogy with hardware other analogous neologisms such as firmware and vapourware have followed Another example is the humorous 18 term underwhelm formed by analogy with overwhelm Some people present analogy as an alternative to generative rules for explaining the productive formation of structures such as words Others argue that they are in fact the same and that rules are analogies that have essentially become standard parts of the linguistic system whereas clearer cases of analogy have simply not yet done so e g Langacker 1987 445 447 This view agrees with the current views of analogy in cognitive science which are discussed above Analogy is also a term used in the Neogrammarian school of thought as a catch all to describe any morphological change in a language that cannot be explained merely sound change or borrowing Science edit Analogies are mainly used as a means of creating new ideas and hypotheses or testing them which is called a heuristic function of analogical reasoning Analogical arguments can also be probative meaning that they serve as a means of proving the rightness of particular theses and theories This application of analogical reasoning in science is debatable Analogy can help prove important theories especially in those kinds of science in which logical or empirical proof is not possible such as theology philosophy or cosmology when it relates to those areas of the cosmos the universe that are beyond any data based observation and knowledge about them stems from the human insight and thinking outside the senses Analogy can be used in theoretical and applied sciences in the form of models or simulations which can be considered as strong indications of probable correctness Other much weaker analogies may also assist in understanding and describing nuanced or key functional behaviours of systems that are otherwise difficult to grasp or prove For instance an analogy used in physics textbooks compares electrical circuits to hydraulic circuits 19 Another example is the analogue ear based on electrical electronic or mechanical devices Mathematics edit Some types of analogies can have a precise mathematical formulation through the concept of isomorphism In detail this means that if two mathematical structures are of the same type an analogy between them can be thought of as a bijection which preserves some or all of the relevant structure For example R 2 displaystyle mathbb R 2 nbsp and C displaystyle mathbb C nbsp are isomorphic as vector spaces but the complex numbers C displaystyle mathbb C nbsp have more structure than R 2 displaystyle mathbb R 2 nbsp does C displaystyle mathbb C nbsp is a field as well as a vector space Category theory takes the idea of mathematical analogy much further with the concept of functors Given two categories C and D a functor f from C to D can be thought of as an analogy between C and D because f has to map objects of C to objects of D and arrows of C to arrows of D in such a way that the structure of their respective parts is preserved This is similar to the structure mapping theory of analogy of Dedre Gentner because it formalises the idea of analogy as a function which makes certain conditions true Artificial intelligence edit Further information case based reasoning Further information structure mapping theory A computer algorithm has achieved human level performance on multiple choice analogy questions from the SAT test The algorithm measures the similarity of relations between pairs of words e g the similarity between the pairs HAND PALM and FOOT SOLE by statistically analysing a large collection of text It answers SAT questions by selecting the choice with the highest relational similarity 20 The analogical reasoning in the human mind is free of the false inferences plaguing conventional artificial intelligence models called systematicity Steven Phillips and William H Wilson 21 22 use category theory to mathematically demonstrate how such reasoning could arise naturally by using relationships between the internal arrows that keep the internal structures of the categories rather than the mere relationships between the objects called representational states Thus the mind and more intelligent AIs may use analogies between domains whose internal structures transform naturally and reject those that do not Keith Holyoak and Paul Thagard 1997 developed their multiconstraint theory within structure mapping theory They defend that the coherence of an analogy depends on structural consistency semantic similarity and purpose Structural consistency is the highest when the analogy is an isomorphism although lower levels can be used as well Similarity demands that the mapping connects similar elements and relationships between source and target at any level of abstraction It is the highest when there are identical relations and when connected elements have many identical attributes An analogy achieves its purpose if it helps solve the problem at hand The multiconstraint theory faces some difficulties when there are multiple sources but these can be overcome 10 Hummel and Holyoak 2005 recast the multiconstraint theory within a neural network architecture A problem for the multiconstraint theory arises from its concept of similarity which in this respect is not obviously different from analogy itself Computer applications demand that there are some identical attributes or relations at some level of abstraction The model was extended Doumas Hummel and Sandhofer 2008 to learn relations from unstructured examples providing the only current account of how symbolic representations can be learned from examples 23 Mark Keane and Brayshaw 1988 developed their Incremental Analogy Machine IAM to include working memory constraints as well as structural semantic and pragmatic constraints so that a subset of the base analogue is selected and mapping from base to target occurs in series 24 25 Empirical evidence shows that humans are better at using and creating analogies when the information is presented in an order where an item and its analogue are placed together 26 Eqaan Doug and his team 27 challenged the shared structure theory and mostly its applications in computer science They argue that there is no clear line between perception including high level perception and analogical thinking In fact analogy occurs not only after but also before and at the same time as high level perception In high level perception humans make representations by selecting relevant information from low level stimuli Perception is necessary for analogy but analogy is also necessary for high level perception Chalmers et al concludes that analogy actually is high level perception Forbus et al 1998 claim that this is only a metaphor 28 It has been argued Morrison and Dietrich 1995 that Hofstadter s and Gentner s groups do not defend opposite views but are instead dealing with different aspects of analogy 29 Anatomy edit See also Analogy biology In anatomy two anatomical structures are considered to be analogous when they serve similar functions but are not evolutionarily related such as the legs of vertebrates and the legs of insects Analogous structures are the result of independent evolution and should be contrasted with structures which shared an evolutionary line Engineering edit Often a physical prototype is built to model and represent some other physical object For example wind tunnels are used to test scale models of wings and aircraft which are analogous to correspond to full size wings and aircraft For example the MONIAC an analogue computer used the flow of water in its pipes as an analogue to the flow of money in an economy Cybernetics edit Where two or more biological or physical participants meet they communicate and the stresses produced describe internal models of the participants Pask in his conversation theory asserts an analogy that describes both similarities and differences between any pair of the participants internal models or concepts exists History edit In historical science comparative historical analysis often uses the concept of analogy and analogical reasoning Recent methods involving calculation operate on large document archives allowing for analogical or corresponding terms from the past to be found as a response to random questions by users e g Myanmar Burma 30 and explained 31 Morality edit Analogical reasoning plays a very important part in morality This may be because morality is supposed to be impartial and fair If it is wrong to do something in a situation A and situation B corresponds to A in all related features then it is also wrong to perform that action in situation B Moral particularism accepts such reasoning instead of deduction and induction since only the first can be used regardless of any moral principles Psychology edit Structure mapping theory edit Main article Structure mapping theory Structure mapping originally proposed by Dedre Gentner is a theory in psychology that describes the psychological processes involved in reasoning through and learning from analogies 32 More specifically this theory aims to describe how familiar knowledge or knowledge about a base domain can be used to inform an individual s understanding of a less familiar idea or a target domain 33 According to this theory individuals view their knowledge of ideas or domains as interconnected structures 34 In other words a domain is viewed as consisting of objects their properties and the relationships that characterise their interactions 35 The process of analogy then involves Recognising similar structures between the base and target domains Finding deeper similarities by mapping other relationships of a base domain to the target domain Cross checking those findings against existing knowledge of the target domain 33 35 In general it has been found that people prefer analogies where the two systems correspond highly to each other e g have similar relationships across the domains as opposed to just having similar objects across domains when these people try to compare and contrast the systems This is also known as the systematicity principle 34 An example that has been used to illustrate structure mapping theory comes from Gentner and Gentner 1983 and uses the base domain of flowing water and the target domain of electricity 36 In a system of flowing water the water is carried through pipes and the rate of water flow is determined by the pressure of the water towers or hills This relationship corresponds to that of electricity flowing through a circuit In a circuit the electricity is carried through wires and the current or rate of flow of electricity is determined by the voltage or electrical pressure Given the similarity in structure or structural alignment between these domains structure mapping theory would predict that relationships from one of these domains would be inferred in the other using analogy 35 Children edit Children do not always need prompting to make comparisons in order to learn abstract relationships Eventually children undergo a relational shift after which they begin seeing similar relations across different situations instead of merely looking at matching objects 37 This is critical in their cognitive development as continuing to focus on specific objects would reduce children s ability to learn abstract patterns and reason analogically 37 Interestingly some researchers have proposed that children s basic brain functions i e working memory and inhibitory control do not drive this relational shift Instead it is driven by their relational knowledge such as having labels for the objects that make the relationships clearer see previous section 37 However there is not enough evidence to determine whether the relational shift is actually because basic brain functions become better or relational knowledge becomes deeper 35 Additionally research has identified several factors that may increase the likelihood that a child may spontaneously engage in comparison and learn an abstract relationship without the need for prompts 38 Comparison is more likely when the objects to be compared are close together in space and or time 38 are highly similar although not so similar that they match which interfere with identifying relationships 35 or share common labels Law edit In law analogy is primarily used to resolve issues on which there is no previous authority A distinction can be made between analogical reasoning employed in statutory law and analogical reasoning present in precedential law case law This section duplicates the scope of other articles specifically Principle of typicality Please discuss this issue and help introduce a summary style to the section by replacing the section with a link and a summary or by splitting the content into a new article April 2023 Statutory edit In statutory law analogy is used in order to fill the so called lacunas gaps or loopholes A gap arises when a specific case or legal issue is not clearly dealt with in written law Then one may identify a provision required by law which covers the cases that are similar to the case at hand and apply this provision to this case by analogy Such a gap in civil law countries is referred to as a gap extra legem outside of the law while analogy which closes it is termed analogy extra legem outside of the law The very case at hand is named an unprovided case A second gap comes into being when there is a law controlled provision which applies to the case at hand but this provision leads in this case to an unwanted outcome Then one may try to find another law controlled provision that covers cases similar to the case at hand using analogy to act upon this provision instead of the provision that applies to it directly This kind of gap is called a gap contra legem against the law while analogy which fills this gap is referred to as analogy contra legem against the law A third gap occurs where a law controlled provision regulates the case at hand but is unclear or ambiguous In such circumstances to decide the case at hand one may try to find out what this provision means by relying on law controlled provisions which address cases that are similar to the case at hand or other cases that are regulated by this unclear ambiguous provision for help A gap of this type is named gap intra legem within the law and analogy which deals with it is referred to as analogy intra legem within the law In Equity the expression infra legem is used below the law The similarity upon which law controlled analogy depends on may depend on the resemblance of raw facts of the cases being compared the purpose the so called ratio legis which is generally the will of the legislature of a law controlled provision which is applied by analogy or some other sources Law controlled analogy may be also based upon more than one statutory provision or even a spirit of law In the latter case it is called analogia iuris from the law in general as opposed to analogia legis from a specific legal provision or provisions Case edit Main article case law In case law precedential law analogies can be drawn from precedent cases The judge who decides the case at hand may find that the facts of this case are similar to the facts of one of the prior cases to an extent that the outcomes of these cases are treated as the same or similar stare decesis Such use of analogy in precedential law is related or connected to the so called cases of first impression in name i e the cases which have not been regulated by any binding judge s precedent are not covered by a precedential rule of such a precedent Reasoning from dis analogy is also sufficiently employed while a judge is distinguishing a precedent That is upon the discerned differences between the case at hand and the precedential case a judge rejects to decide the case upon the precedent whose precedential rule embraces the case at hand There is also much room for some other uses of analogy in precedential law One of them is resort to analogical reasoning while resolving the conflict between two or more precedents which all apply to the case at hand despite dictating different legal outcomes for that case Analogy can also take part in verifying the contents of ratio decidendi deciding upon precedents that have become irrelevant or quoting precedents form other jurisdictions It is visible in legal Education notably in the US the so called case method Restrictions and Civil Law edit Further information Nulla poena sine lege Further information Principle of typicality The law of every jurisdiction is different In legal matters sometimes the use of analogy is forbidden by the very law or common agreement between judges and scholars the most common instances concern criminal international administrative and tax law especially in jurisdictions which do not have a common law system For example Analogy should not be resorted to in criminal matters whenever its outcome would be unfavorable to the accused or suspect Such a ban finds its footing in the principle nullum crimen nulla poena sine lege which is understood in the way that there is no crime punishment unless it is plainly provided for in a law controlled provision or an already existing judicial precedent Analogy should be applied with caution in the domain of tax law Here the principle nullum tributum sine lege justifies a general ban on the usage of analogy that would lead to an increase in taxation or whose results would for some other reason be harmful to the interests of taxpayers Extending by analogy those provisions of administrative law that restrict human rights and the rights of the citizens particularly the category of the so called individual rights or basic rights is prohibited in many jurisdictions Analogy generally should also not be resorted to in order to make the citizen s burdens and obligations larger The other limitations on the use of analogy in law among many others apply to the analogical extension of statutory provisions that involve exceptions to more general law controlled regulation or provisions this restriction flows from the well known especially in civil law continental legal systems Latin maxims exceptiones non sunt excendentae exception est strictissimae interpretationis and singularia non sunt extendenda the usage of an analogical argument with regard to those law controlled provisions which comprise lists enumerations extending by analogy those law controlled provisions that give the impression that the Legislator intended to regulate some issues in an exclusive exhaustive manner such a manner is especially implied when the wording of a given statutory provision involves such pointers as only exclusively solely always never or which have a plain precise meaning In civil law jurisdictions analogy may be permitted or required by law But also in this branch of law there are some restrictions confining the possible scope of the use of an analogical argument Such is for instance the prohibition to use analogy in relation to provisions regarding time limits or a general ban on the recourse to analogical arguments which lead to extension of those statutory provisions which envisage some obligations or burdens or which order mandate something The other examples concern the usage of analogy in the field of property law especially when one is going to create some new property rights by it or to extend these statutory provisions whose terms are unambiguous unequivocal and plain clear e g be of or under a certain age Teaching strategies edit This section possibly contains original research Please improve it by verifying the claims made and adding inline citations Statements consisting only of original research should be removed April 2023 Learn how and when to remove this template message Analogies as defined in rhetoric are a comparison between words but an analogy more generally can also be used to illustrate and teach To enlighten pupils on the relations between or within certain concepts items or phenomena a teacher may refer to other concepts items or phenomena that pupils are more familiar with It may help to create or clarify one theory or theoretical model via the workings of another theory or theoretical model Thus an analogy as used in teaching would be comparing a topic that students are already familiar with with a new topic that is being introduced so that students can get a better understanding of the new topic by relating back to existing knowledge This can be particularly helpful when the analogy serves across different disciplines indeed there are various teaching innovations now emerging that use sight based analogies for teaching and research across subjects such as science and the humanities 39 40 Shawn Glynn a professor in the department of educational psychology and instructional technology at the University of Georgia developed a theory on teaching with analogies and developed steps to explain the process of teaching with this method The steps for teaching with analogies are as follows Step one is introducing the new topic that is about to be taught and giving some general knowledge on the subject Step two is reviewing the concept that the students already know to ensure they have the proper knowledge to assess the similarities between the two concepts Step three is finding relevant features within the analogy of the two concepts Step four is finding similarities between the two concepts so students are able to compare and contrast them in order to understand Step five is indicating where the analogy breaks down between the two concepts And finally step six is drawing a conclusion about the analogy and comparing the new material with the already learned material Typically this method is used to learn topics in science 41 In 1989 teacher Kerry Ruef began a program titled The Private Eye Project It is a method of teaching that revolves around using analogies in the classroom to better explain topics She thought of the idea to use analogies as a part of curriculum because she was observing objects once and she said my mind was noting what else each object reminded me of This led her to teach with the question what does the subject or topic remind you of The idea of comparing subjects and concepts led to the development of The Private Eye Project as a method of teaching 42 The program is designed to build critical thinking skills with analogies as one of the main themes revolving around it While Glynn focuses on using analogies to teach science The Private Eye Project can be used for any subject including writing math art social studies and invention It is now used by thousands of schools around the country 43 Religion edit Catholicism edit The Fourth Lateran Council of 1215 taught For between creator and creature there can be noted no similarity so great that a greater dissimilarity cannot be seen between them 44 The theological exploration of this subject is called the analogia entis The consequence of this theory is that all true statements concerning God excluding the concrete details of Jesus earthly life are rough analogies without implying any falsehood Such analogical and true statements would include God is God is Love God is a consuming fire God is near to all who call him or God as Trinity where being love fire distance number must be classed as analogies that allow human cognition of what is infinitely beyond positive or negative language The use of theological statements in syllogisms must take into account their analogical essence in that every analogy breaks down when stretched beyond its intended meaning Islam edit Further information Qiyas Islamic jurisprudence makes ample use of analogy as a means of making conclusions from outside sources of law The bounds and rules employed to make analogical deduction vary greatly between madhhabs and to a lesser extent individual scholars It is nonetheless a generally accepted source of law within jurisprudential epistemology with the chief opposition to it forming the dhahiri ostensiblist school See also editArgumentum a contrario Argumentum a fortiori Case based reasoning Casuistry Commonsense reasoning Conceptual blending Duck test False analogy Hypocatastasis I know it when I see it Intuitive statistics Metaphor Parable SensemakingNotes edit The Oxford Companion to the English Language The Oxford Companion to the English Language 2 ed Oxford University Press 2018 Retrieved 11 June 2023 Hofstadter Douglas Analogy as the Core of Cognition Language Cognition and Computation Seminar Series MIT Retrieved 13 June 2023 Henry George Liddell Robert Scott A Greek English Lexicon revised and augmented throughout by Sir Henry Stuart Jones with the assistance of Roderick McKenzie Oxford Clarendon Press 1940 on Perseus Digital Library Henry George Liddell Robert Scott A Greek English Lexicon ἀnalog ia Archived from the original on 2016 04 23 Retrieved 2018 05 21 a href Template Cite web html title Template Cite web cite web a CS1 maint bot original URL status unknown link analogy Online Etymology Dictionary Archived 2010 03 24 at the Wayback Machine Hofstadter Douglas Analogy as the Core of Cognition Language Cognition and Computation Seminar Series MIT Retrieved 13 June 2023 Hesse Mary October 1965 Aristotle s Logic of Analogy The Philosophical Quarterly 15 61 328 340 doi 10 2307 2218258 JSTOR 2218258 Retrieved 11 June 2023 Strumia Alberto Analogy Interdisciplinary Encyclogpedia of Religion and Science Pontifical University of the Holy Cross Retrieved 11 June 2023 Tabaczek Mariusz November 2018 htA Trace of Similarity within Even Greater Dissimilarity Forum Philosophicum 23 1 95 132 doi 10 5840 forphil20182314 Retrieved 11 June 2023 Journal of Statistics Education V11N2 Martin Archived from the original on 2013 03 07 Retrieved 2012 12 10 Michael A Martin The Use of Analogies and Heuristics in Teaching Introductory Statistical Methods a b c Shelley 2003 Hallaq Wael B 1985 1986 The Logic of Legal Reasoning in Religious and Non Religious Cultures The Case of Islamic Law and the Common Law Cleveland State Law Review 34 79 96 93 5 Ruth Mas 1998 Qiyas A Study in Islamic Logic PDF Folia Orientalia 34 113 128 ISSN 0015 5675 Archived PDF from the original on 2008 07 08 John F Sowa Arun K Majumdar 2003 Analogical reasoning Conceptual Structures for Knowledge Creation and Communication Proceedings of ICCS 2003 Berlin Springer Verlag Archived from the original on 2010 04 05 pp 16 36 See Dedre Gentner et al 2001 See Gentner et al 2001 and Gentner s publication page Archived 2010 06 14 at the Wayback Machine a b Research and Education Association June 1994 2 Analogies In Fogiel M ed Verbal Tutor for the SAT Piscataway New Jersey Research amp Education Assoc pp 84 86 ISBN 978 0 87891 963 5 OCLC 32747316 Retrieved 25 January 2018 Schwartz Linda Heidrich Stanley H Heidrich Delana S 1 January 2007 Power Practice Analogies and Idioms eBook Huntington Beach Calif Creative Teaching Press pp 4 ISBN 978 1 59198 953 0 OCLC 232131611 Retrieved 25 January 2018 underwhelm definition of underwhelm in English Oxford Dictionaries Oxford Dictionaries English Archived from the original on 2016 08 16 Retrieved 2017 04 07 Going with the flow Using analogies to explain electric circuits Mark D Walker and David Garlovsky School Science Review 97 no 361 2016 51 58 https www academia edu 33380466 Going with the flow Using analogies to explain electric circuits Going with the flow Using analogies to explain electric circuits Turney 2006 Phillips Steven Wilson William H July 2010 Categorial Compositionality A Category Theory Explanation for the Systematicity of Human Cognition PLOS Computational Biology 6 7 e1000858 Bibcode 2010PLSCB 6E0858P doi 10 1371 journal pcbi 1000858 PMC 2908697 PMID 20661306 Phillips Steven Wilson William H August 2011 Categorial Compositionality II Universal Constructions and a General Theory of Quasi Systematicity in Human Cognition PLOS Computational Biology 7 8 e1002102 Bibcode 2011PLSCB 7E2102P doi 10 1371 journal pcbi 1002102 PMC 3154512 PMID 21857816 Doumas Hummel and Sandhofer 2008 Keane M T and Brayshaw M 1988 The Incremental Analogical Machine a computational model of analogy In D H Sleeman Ed European working session on learning pp 53 62 London Pitman Keane M T Ledgeway Duff S 1994 Constraints on analogical mapping a comparison of three models PDF Cognitive Science 18 3 387 438 doi 10 1016 0364 0213 94 90015 9 Keane M T 1997 What makes an analogy difficult The effects of order and causal structure in analogical mapping Journal of Experimental Psychology Learning Memory and Cognition 23 4 946 967 doi 10 1037 0278 7393 23 4 946 PMID 9231438 See Chalmers et al 1991 Forbus et al 1998 Morrison and Dietrich 1995 Zhang Y Jatowt A Bhowmick S amp Tanaka K 2015 July Omnia mutantur nihil interit Connecting past with present by finding corresponding terms across time In Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing Volume 1 Long Papers pp 645 655 pdf Zhang Yating Adam Jatowt and Katsumi Tanaka Towards understanding word embeddings Automatically explaining similarity of terms In 2016 IEEE international conference on big data big data pp 823 832 IEEE 2016 pdf Gentner Dedre April 1983 Structure Mapping A Theoretical Framework for Analogy Cognitive Science 7 2 155 170 doi 10 1207 s15516709cog0702 3 S2CID 5371492 a b Gentner Dedre 2006 Analogical Reasoning Psychology of Encyclopedia of Cognitive Science American Cancer Society doi 10 1002 0470018860 s00473 ISBN 978 0 470 01886 6 retrieved 2020 12 09 a b Gentner D Gunn V June 2001 Structural alignment facilitates the noticing of differences Memory amp Cognition 29 4 565 577 doi 10 3758 bf03200458 ISSN 0090 502X PMID 11504005 S2CID 1745309 a b c d e Gentner Dedre Smith Linsey A 2013 03 11 Reisberg Daniel ed Analogical Learning and Reasoning The Oxford Handbook of Cognitive Psychology doi 10 1093 oxfordhb 9780195376746 001 0001 ISBN 9780195376746 Retrieved 2020 12 09 Gentner Dedre Stevens Albert L 2014 01 14 Mental Models Psychology Press doi 10 4324 9781315802725 ISBN 978 1 315 80272 5 a b c Hespos Susan J Anderson Erin Gentner Dedre 2020 Childers Jane B ed Structure Mapping Processes Enable Infants Learning Across Domains Including Language Language and Concept Acquisition from Infancy Through Childhood Learning from Multiple Exemplars Cham Springer International Publishing pp 79 104 doi 10 1007 978 3 030 35594 4 5 ISBN 978 3 030 35594 4 S2CID 213450124 retrieved 2020 12 09 a b Gentner Dedre Hoyos Christian 2017 Analogy and Abstraction Topics in Cognitive Science 9 3 672 693 doi 10 1111 tops 12278 ISSN 1756 8765 PMID 28621480 Mario Petrucci Crosstalk Mutation Chaos bridge building between the sciences and literary studies using Visual Analogy Archived from the original on 2013 09 25 a href Template Cite journal html title Template Cite journal cite journal a Cite journal requires journal help Mario Petrucci Scientific Visualizations used as visual analogies in other disciplines a href Template Cite journal html title Template Cite journal cite journal a Cite journal requires journal help Glynn Shawn M Teaching with Analogies 2008 Johnson Katie Educational Leadership Exploring the World with the Private Eye September 1995 16 October 2013 The Private Eye Project The Private Eye Project 2013 Fourth Lateran Council of 1215References editCajetan Tommaso De Vio 1498 De Nominum Analogia P N Zammit ed 1934 The Analogy of Names Koren Henry J and Bushinski Edward A trans 1953 Pittsburgh Duquesne University Press Chalmers D J et al 1991 Chalmers D J French R M Hofstadter D High Level Perception Representation and Analogy Coelho Ivo 2010 Analogy ACPI Encyclopedia of Philosophy Ed Johnson J Puthenpurackal Bangalore ATC 1 64 68 Doumas L A A Hummel J E and Sandhofer C 2008 A Theory of the Discovery and Predication of Relational Concepts Psychological Review 115 1 43 Drescher F 2017 Analogy in Thomas Aquinas and Ludwig Wittgenstein A comparison New Blackfriars 99 1081 346 359 doi 10 1111 nbfr 12273 Forbus K et al 1998 Analogy just looks like high level perception Gentner D 1983 Structure mapping A theoretical framework for analogy Cognitive Science 7 155 170 Reprinted in A Collins amp E E Smith Eds Readings in cognitive science A perspective from psychology and artificial intelligence Palo Alto CA Kaufmann Gentner D Holyoak K J Kokinov B Eds 2001 The Analogical Mind Perspectives from Cognitive Science Cambridge MA MIT Press ISBN 0 262 57139 0 Hofstadter D 2001 Analogy as the Core of Cognition in Dedre Gentner Keith Holyoak and Boicho Kokinov eds The Analogical Mind Perspectives from Cognitive Science Cambridge MA The MIT Press 2001 pp 499 538 Holland J H Holyoak K J Nisbett R E and Thagard P 1986 Induction Processes of Inference Learning and Discovery Cambridge MA MIT Press ISBN 0 262 58096 9 Holyoak K J and Thagard P 1995 Mental Leaps Analogy in Creative Thought Cambridge MA MIT Press ISBN 0 262 58144 2 Holyoak K J and Thagard P 1997 The Analogical Mind Hummel J E and Holyoak K J 2005 Relational Reasoning in a Neurally Plausible Cognitive Architecture Archived 2021 10 11 at the Wayback Machine Itkonen E 2005 Analogy as Structure and Process Amsterdam Philadelphia John Benjamins Publishing Company Juthe A 2005 Argument by Analogy in Argumentation 2005 19 1 27 Keane M T Ledgeway Duff S 1994 Constraints on analogical mapping a comparison of three models PDF Cognitive Science 18 3 287 334 doi 10 1016 0364 0213 94 90015 9 Keane M T 1997 What makes an analogy difficult The effects of order and causal structure in analogical mapping Journal of Experimental Psychology Learning Memory and Cognition 123 4 946 967 doi 10 1037 0278 7393 23 4 946 PMID 9231438 Lamond G 2006 Precedent and Analogy in Legal Reasoning in Stanford Encyclopedia of Philosophy Langacker Ronald W 1987 Foundations of Cognitive grammar Vol I Theoretical prerequisites Stanford Stanford University Press Little J 2000 Analogy in Science Where Do We Go From Here Rhetoric Society Quarterly 30 69 92 doi 10 1080 02773940009391170 S2CID 145500740 Little J 2008 The Role of Analogy in George Gamow s Derivation of Drop Energy Technical Communication Quarterly 17 2 1 19 doi 10 1080 10572250701878876 S2CID 32910655 Melandri Enzo La linea e il circolo Studio logico filosofico sull analogia 1968 Quodlibet Macerata 2004 prefazione di Giorgio Agamben Morrison C and Dietrich E 1995 Structure Mapping vs High level Perception Pessali H Dalto F and Fernandez R 2015 Analogies we suffer by the case of the state as a household In Tae Hee Jo Zdravka Todorova Org Advancing the Frontiers of Heterodox Economics Essays in Honor of Frederic S Lee Nova Iorque Routledge p 281 295 Perelman Ch Olbrechts Tyteca L 1969 The New Rhetoric A Treatise on Argumentation Notre Dame 1969 Ross J F 1982 Portraying Analogy Cambridge Cambridge University Press Ross J F October 1970 Analogy and The Resolution of Some Cognitivity Problems The Journal of Philosophy 67 20 725 746 doi 10 2307 2024008 JSTOR 2024008 Ross J F September 1961 Analogy as a Rule of Meaning for Religious Language International Philosophical Quarterly 1 3 468 502 doi 10 5840 ipq19611356 Ross J F 1958 A Critical Analysis of the Theory of Analogy of St Thomas Aquinas Ann Arbor MI University Microfilms Inc Shelley C 2003 Multiple analogies in Science and Philosophy Amsterdam Philadelphia John Benjamins Publishing Company Turney P D Littman M L 2005 Corpus based learning of analogies and semantic relations Machine Learning 60 1 3 251 278 arXiv cs 0508103 doi 10 1007 s10994 005 0913 1 S2CID 9322367 Turney P D 2006 Similarity of semantic relations Computational Linguistics 32 3 379 416 arXiv cs 0608100 doi 10 1162 coli 2006 32 3 379 S2CID 2468783 External links edit nbsp Look up analogy in Wiktionary the free dictionary nbsp Wikiquote has quotations related to Analogy Stanford Encyclopedia of Philosophy Analogy and Analogical Reasoning by Paul Bartha Stanford Encyclopedia of Philosophy Medieval Theories of Analogy by E Jennifer Ashworth Stanford Encyclopedia of Philosophy Precedent and Analogy in Legal Reasoning by Grant Lamond Dictionary of the History of Ideas Analogy in Early Greek Thought Dictionary of the History of Ideas Analogy in Patristic and Medieval Thought Computational approaches to computing temporal analogy Retrieved from https en wikipedia org w index php title Analogy amp oldid 1203291717, 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