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Wikipedia

Digital humanities

Digital humanities (DH) is an area of scholarly activity at the intersection of computing or digital technologies and the disciplines of the humanities. It includes the systematic use of digital resources in the humanities, as well as the analysis of their application.[1][2] DH can be defined as new ways of doing scholarship that involve collaborative, transdisciplinary, and computationally engaged research, teaching, and publishing.[3] It brings digital tools and methods to the study of the humanities with the recognition that the printed word is no longer the main medium for knowledge production and distribution.[3]

Example of a textual analysis program being used to study a novel, with Jane Austen's Pride and Prejudice in Voyant Tools

By producing and using new applications and techniques, DH makes new kinds of teaching possible, while at the same time studying and critiquing how these impact cultural heritage and digital culture.[2] DH is also applied in research. Thus, a distinctive feature of DH is its cultivation of a two-way relationship between the humanities and the digital: the field both employs technology in the pursuit of humanities research and subjects technology to humanistic questioning and interrogation, often simultaneously.

Definition

The definition of the digital humanities is being continually formulated by scholars and practitioners. Since the field is constantly growing and changing, specific definitions can quickly become outdated or unnecessarily limit future potential.[4] The second volume of Debates in the Digital Humanities (2016) acknowledges the difficulty in defining the field: "Along with the digital archives, quantitative analyses, and tool-building projects that once characterized the field, DH now encompasses a wide range of methods and practices: visualizations of large image sets, 3D modeling of historical artifacts, 'born digital' dissertations, hashtag activism and the analysis thereof, alternate reality games, mobile makerspaces, and more. In what has been called 'big tent' DH, it can at times be difficult to determine with any specificity what, precisely, digital humanities work entails."[5]

Historically, the digital humanities developed out of humanities computing and has become associated with other fields, such as humanistic computing, social computing, and media studies. In concrete terms, the digital humanities embraces a variety of topics, from curating online collections of primary sources (primarily textual) to the data mining of large cultural data sets to topic modeling. Digital humanities incorporates both digitized (remediated) and born-digital materials and combines the methodologies from traditional humanities disciplines (such as rhetoric, history, philosophy, linguistics, literature, art, archaeology, music, and cultural studies) and social sciences,[6] with tools provided by computing (such as hypertext, hypermedia, data visualisation, information retrieval, data mining, statistics, text mining, digital mapping), and digital publishing. Related subfields of digital humanities have emerged like software studies, platform studies, and critical code studies. Fields that parallel the digital humanities include new media studies and information science as well as media theory of composition, game studies, particularly in areas related to digital humanities project design and production, and cultural analytics. Each disciplinary field and each country has its own unique history of digital humanities.[7]

 
The Digital Humanities Stack (from Berry and Fagerjord, Digital Humanities: Knowledge and Critique in a Digital Age)

Berry and Fagerjord have suggested that a way to reconceptualise digital humanities could be through a "digital humanities stack". They argue that "this type of diagram is common in computation and computer science to show how technologies are 'stacked' on top of each other in increasing levels of abstraction. Here, [they] use the method in a more illustrative and creative sense of showing the range of activities, practices, skills, technologies and structures that could be said to make up the digital humanities, with the aim of providing a high-level map."[8] Indeed, the "diagram can be read as the bottom levels indicating some of the fundamental elements of the digital humanities stack, such as computational thinking and knowledge representation, and then other elements that later build on these. "[9]

In practical terms, a major distinction within digital humanities is the focus on the data being processed. For processing textual data, digital humanities builds on a long and extensive history of digital edition, computational linguistics and natural language processing and developed an independent and highly specialized technology stack (largely cumulating in the specifications of the Text Encoding Initiative). This part of the field is sometimes thus set apart from Digital Humanities in general as 'digital philology' or 'computational philology'. For the creation and analysis of digital editions of objects or artifacts, digital philologists have access to digital practices, methods, and technologies such as optical character recognition that are providing opportunities to adapt the field to the digital age.[10]

History

Digital humanities descends from the field of humanities computing, whose origins reach back to 1940s and 50s, in the pioneering work of Jesuit scholar Roberto Busa, which began in 1946,[11] and of English professor Josephine Miles, beginning in the early 1950s.[12][13][14][15] In collaboration with IBM, Busa and his team created a computer-generated concordance to Thomas Aquinas' writings known as the Index Thomisticus.[3] Busa's works have been collected and translated by Julianne Nyhan and Marco Passarotti.[16] Other scholars began using mainframe computers to automate tasks like word-searching, sorting, and counting, which was much faster than processing information from texts with handwritten or typed index cards.[3] Similar first advances were made by Gerhard Sperl in Austria using computers by Zuse for Digital Assyriology.[17] In the decades which followed archaeologists, classicists, historians, literary scholars, and a broad array of humanities researchers in other disciplines applied emerging computational methods to transform humanities scholarship.[18][19]

As Tara McPherson has pointed out, the digital humanities also inherit practices and perspectives developed through many artistic and theoretical engagements with electronic screen culture beginning the late 1960s and 1970s. These range from research developed by organizations such as SIGGRAPH to creations by artists such as Charles and Ray Eames and the members of E.A.T. (Experiments in Art and Technology). The Eames and E.A.T. explored nascent computer culture and intermediality in creative works that dovetailed technological innovation with art.[20]

The first specialized journal in the digital humanities was Computers and the Humanities, which debuted in 1966. The Computer Applications and Quantitative Methods in Archaeology (CAA) association was founded in 1973. The Association for Literary and Linguistic Computing (ALLC) and the Association for Computers and the Humanities (ACH) were then founded in 1977 and 1978, respectively.[3]

Soon, there was a need for a standardized protocol for tagging digital texts, and the Text Encoding Initiative (TEI) was developed.[3] The TEI project was launched in 1987 and published the first full version of the TEI Guidelines in May 1994.[14] TEI helped shape the field of electronic textual scholarship and led to Extensible Markup Language (XML), which is a tag scheme for digital editing. Researchers also began experimenting with databases and hypertextual editing, which are structured around links and nodes, as opposed to the standard linear convention of print.[3] In the nineties, major digital text and image archives emerged at centers of humanities computing in the U.S. (e.g. the Women Writers Project, the Rossetti Archive,[21] and The William Blake Archive[22]), which demonstrated the sophistication and robustness of text-encoding for literature.[23] The advent of personal computing and the World Wide Web meant that Digital Humanities work could become less centered on text and more on design. The multimedia nature of the internet has allowed Digital Humanities work to incorporate audio, video, and other components in addition to text.[3]

The terminological change from "humanities computing" to "digital humanities" has been attributed to John Unsworth, Susan Schreibman, and Ray Siemens who, as editors of the anthology A Companion to Digital Humanities (2004), tried to prevent the field from being viewed as "mere digitization".[24] Consequently, the hybrid term has created an overlap between fields like rhetoric and composition, which use "the methods of contemporary humanities in studying digital objects",[24] and digital humanities, which uses "digital technology in studying traditional humanities objects".[24] The use of computational systems and the study of computational media within the humanities, arts and social sciences more generally has been termed the 'computational turn'.[25]

In 2006 the National Endowment for the Humanities (NEH) launched the Digital Humanities Initiative (renamed Office of Digital Humanities in 2008), which made widespread adoption of the term "digital humanities" in the United States.[26]

Digital humanities emerged from its former niche status and became "big news"[26] at the 2009 MLA convention in Philadelphia, where digital humanists made "some of the liveliest and most visible contributions"[27] and had their field hailed as "the first 'next big thing' in a long time."[28]

In November 2018, the 10th Global Peter Drucker Forum was about the theme: “Management. The human dimension”. Among the articles presented the one that left its mark in the field of digital humanities was: [29]

Values and methods

Although digital humanities projects and initiatives are diverse, they often reflect common values and methods.[30] These can help in understanding this hard-to-define field.

Values[30]

  • Critical and theoretical
  • Iterative and experimental
  • Collaborative and distributed
  • Multimodal and performative
  • Open and accessible

Methods[30]

  • Enhanced critical curation
  • Augmented editions and fluid textuality
  • Scale: the law of large numbers
  • Distant/close, macro/micro, surface/depth
  • Cultural analytics, aggregation, and data-mining
  • Visualization and data design
  • Locative investigation and thick mapping
  • The animated archive
  • Distributed knowledge production and performative access
  • Humanities gaming
  • Code, software, and platform studies
  • Database documentaries
  • Repurposable content and remix culture
  • Pervasive infrastructure
  • Ubiquitous scholarship

In keeping with the value of being open and accessible, many digital humanities projects and journals are open access and/or under Creative Commons licensing, showing the field's "commitment to open standards and open source."[31] Open access is designed to enable anyone with an internet-enabled device and internet connection to view a website or read an article without having to pay, as well as share content with the appropriate permissions.

Digital humanities scholars use computational methods either to answer existing research questions or to challenge existing theoretical paradigms, generating new questions and pioneering new approaches. One goal is to systematically integrate computer technology into the activities of humanities scholars,[32] as is done in contemporary empirical social sciences. Yet despite the significant trend in digital humanities towards networked and multimodal forms of knowledge, a substantial amount of digital humanities focuses on documents and text in ways that differentiate the field's work from digital research in media studies, information studies, communication studies, and sociology. Another goal of digital humanities is to create scholarship that transcends textual sources. This includes the integration of multimedia, metadata, and dynamic environments (see The Valley of the Shadow project at the University of Virginia, the Vectors Journal of Culture and Technology in a Dynamic Vernacular at University of Southern California, or Digital Pioneers projects at Harvard[33]). A growing number of researchers in digital humanities are using computational methods for the analysis of large cultural data sets such as the Google Books corpus.[34] Examples of such projects were highlighted by the Humanities High Performance Computing competition sponsored by the Office of Digital Humanities in 2008,[35] and also by the Digging Into Data challenge organized in 2009[36] and 2011[37] by NEH in collaboration with NSF,[38] and in partnership with JISC in the UK, and SSHRC in Canada.[39] In addition to books, historical newspapers can also be analyzed with big data methods. The analysis of vast quantities of historical newspaper content has showed how periodic structures can be automatically discovered, and a similar analysis was performed on social media.[40][41] As part of the big data revolution, gender bias, readability, content similarity, reader preferences, and even mood have been analyzed based on text mining methods over millions of documents[42][43][44][45][46] and historical documents written in literary Chinese.[47]

Digital humanities is also involved in the creation of software, providing "environments and tools for producing, curating, and interacting with knowledge that is 'born digital' and lives in various digital contexts."[48] In this context, the field is sometimes known as computational humanities.

 
Narrative network of US Elections 2012[49]

Tools

Digital humanities scholars use a variety of digital tools for their research, which may take place in an environment as small as a mobile device or as large as a virtual reality lab. Environments for "creating, publishing and working with digital scholarship include everything from personal equipment to institutes and software to cyberspace."[50] Some scholars use advanced programming languages and databases, while others use less complex tools, depending on their needs. DiRT (Digital Research Tools Directory[51]) offers a registry of digital research tools for scholars. TAPoR (Text Analysis Portal for Research[52]) is a gateway to text analysis and retrieval tools. An accessible, free example of an online textual analysis program is Voyant Tools,[53] which only requires the user to copy and paste either a body of text or a URL and then click the 'reveal' button to run the program. There is also an online list[54] of online or downloadable Digital Humanities tools that are largely free, aimed toward helping students and others who lack access to funding or institutional servers. Free, open source web publishing platforms like WordPress and Omeka are also popular tools.

Projects

Digital humanities projects are more likely than traditional humanities work to involve a team or a lab, which may be composed of faculty, staff, graduate or undergraduate students, information technology specialists, and partners in galleries, libraries, archives, and museums. Credit and authorship are often given to multiple people to reflect this collaborative nature, which is different from the sole authorship model in the traditional humanities (and more like the natural sciences).[3]

There are thousands of digital humanities projects, ranging from small-scale ones with limited or no funding to large-scale ones with multi-year financial support. Some are continually updated while others may not be due to loss of support or interest, though they may still remain online in either a beta version or a finished form. The following are a few examples of the variety of projects in the field:[55]

Digital archives

The Women Writers Project (begun in 1988) is a long-term research project to make pre-Victorian women writers more accessible through an electronic collection of rare texts. The Walt Whitman Archive[56] (begun in the 1990s) sought to create a hypertext and scholarly edition of Whitman's works and now includes photographs, sounds, and the only comprehensive current bibliography of Whitman criticism. The Emily Dickinson Archive (begun in 2013)[57] is a collection of high-resolution images of Dickinson's poetry manuscripts as well as a searchable lexicon of over 9,000 words that appear in the poems.

 
Example of network analysis as an archival tool at the League of Nations[58]

The Slave Societies Digital Archive[59] (formerly Ecclesiastical and Secular Sources for Slave Societies), directed by Jane Landers[60] and hosted at Vanderbilt University, preserves endangered ecclesiastical and secular documents related to Africans and African-descended peoples in slave societies. This Digital Archive currently holds 500,000 unique images, dating from the 16th to the 20th centuries, and documents the history of between 6 and 8 million individuals. They are the most extensive serial records for the history of Africans in the Atlantic World and also include valuable information on the indigenous, European, and Asian populations who lived alongside them.

The involvement of librarians and archivists plays an important part in digital humanities projects because of the recent expansion of their role so that it now covers digital curation, which is critical in the preservation, promotion, and access to digital collections, as well as the application of scholarly orientation to digital humanities projects.[61] A specific example involves the case of initiatives where archivists help scholars and academics build their projects through their experience in evaluating, implementing, and customizing metadata schemas for library collections.[62]

The initiatives at the National Autonomous University of Mexico is another example of a digital humanities project. These include the digitization of 17th-century manuscripts, an electronic corpus of Mexican history from the 16th to 19th century, and the visualization of pre-Hispanic archaeological sites in 3-D.[63]

Cultural analytics

"Cultural analytics" refers to the use of computational method for exploration and analysis of large visual collections and also contemporary digital media. The concept was developed in 2005 by Lev Manovich who then established the Cultural Analytics Lab in 2007 at Qualcomm Institute at California Institute for Telecommunication and Information (Calit2). The lab has been using methods from the field of computer science called Computer Vision many types of both historical and contemporary visual media—for example, all covers of Time magazine published between 1923 and 2009,[64] 20,000 historical art photographs from the collection in Museum of Modern Art (MoMA) in New York,[65] one million pages from Manga books,[66] and 16 million images shared on Instagram in 17 global cities.[67] Cultural analytics also includes using methods from media design and data visualization to create interactive visual interfaces for exploration of large visual collections e.g., Selfiecity and On Broadway.

Cultural analytics research is also addressing a number of theoretical questions. How can we "observe" giant cultural universes of both user-generated and professional media content created today, without reducing them to averages, outliers, or pre-existing categories? How can work with large cultural data help us question our stereotypes and assumptions about cultures? What new theoretical cultural concepts and models are required for studying global digital culture with its new mega-scale, speed, and connectivity?[68]

The term "cultural analytics" (or "culture analytics") is now used by many other researchers, as exemplified by two academic symposiums,[69] a four-month long research program at UCLA that brought together 120 leading researchers from university and industry labs,[70] an academic peer-review Journal of Cultural Analytics: CA established in 2016,[71] and academic job listings.

Textual mining, analysis, and visualization

WordHoard (begun in 2004) is a free application that enables scholarly but non-technical users to read and analyze, in new ways, deeply-tagged texts, including the canon of Early Greek epic, Chaucer, Shakespeare, and Spenser. The Republic of Letters (begun in 2008)[72] seeks to visualize the social network of Enlightenment writers through an interactive map and visualization tools. Network analysis and data visualization is also used for reflections on the field itself – researchers may produce network maps of social media interactions or infographics from data on digital humanities scholars and projects.

 
Network analysis: graph of Digital Humanities Twitter users[73]

Document in Context of its Time (DICT) analysis style[74] and an online demo tool allow in an interactive way let users know whether the vocabulary used by an author of an input text was frequent at the time of text creation, whether the author used anachronisms or neologisms, and enables detecting terms in text that underwent considerable semantic change.

Analysis of macroscopic trends in cultural change

Culturomics is a form of computational lexicology that studies human behavior and cultural trends through the quantitative analysis of digitized texts.[75][76] Researchers data mine large digital archives to investigate cultural phenomena reflected in language and word usage.[77] The term is an American neologism first described in a 2010 Science article called Quantitative Analysis of Culture Using Millions of Digitized Books, co-authored by Harvard researchers Jean-Baptiste Michel and Erez Lieberman Aiden.[78]

A 2017 study[46] published in the Proceedings of the National Academy of Sciences of the United States of America compared the trajectory of n-grams over time in both digitised books from the 2010 Science article[78] with those found in a large corpus of regional newspapers from the United Kingdom over the course of 150 years. The study further went on to use more advanced natural language processing techniques to discover macroscopic trends in history and culture, including gender bias, geographical focus, technology, and politics, along with accurate dates for specific events.

The applications of digital humanities may be used along with other non humanities subject areas such as pure sciences, agriculture, management etc. to produce great variants of practical solutions to solve issues in industry as well as society.[79]

Online publishing

The Stanford Encyclopedia of Philosophy (begun in 1995) is a dynamic reference work of terms, concepts, and people from philosophy maintained by scholars in the field. MLA Commons[80] offers an open peer-review site (where anyone can comment) for their ongoing curated collection of teaching artifacts in Digital Pedagogy in the Humanities: Concepts, Models, and Experiments (2016).[81] The Debates in the Digital Humanities platform contains volumes of the open-access book of the same title (2012 and 2016 editions) and allows readers to interact with material by marking sentences as interesting or adding terms to a crowdsourced index.

Wikimedia projects

Some research institutions work with the Wikimedia Foundation or volunteers of the community, for example, to make freely licensed media files available via Wikimedia Commons or to link or load data sets with Wikidata. Text analysis has been performed on the contribution history of articles on Wikipedia or its sister projects.[82]

Criticism

In 2012, Matthew K. Gold identified a range of perceived criticisms of the field of digital humanities: "'a lack of attention to issues of race, class, gender, and sexuality; a preference for research-driven projects over pedagogical ones; an absence of political commitment; an inadequate level of diversity among its practitioners; an inability to address texts under copyright; and an institutional concentration in well-funded research universities".[83] Similarly Berry and Fagerjord have argued that a digital humanities should "focus on the need to think critically about the implications of computational imaginaries, and raise some questions in this regard. This is also to foreground the importance of the politics and norms that are embedded in digital technology, algorithms and software. We need to explore how to negotiate between close and distant readings of texts and how micro-analysis and macro-analysis can be usefully reconciled in humanist work."[84] Alan Liu has argued, "while digital humanists develop tools, data, and metadata critically, therefore (e.g., debating the 'ordered hierarchy of content objects' principle; disputing whether computation is best used for truth finding or, as Lisa Samuels and Jerome McGann put it, 'deformance'; and so on) rarely do they extend their critique to the full register of society, economics, politics, or culture."[85] Some of these concerns have given rise to the emergent subfield of Critical Digital Humanities (CDH):

Some key questions include: how do we make the invisible become visible in the study of software? How is knowledge transformed when mediated through code and software? What are the critical approaches to Big Data, visualization, digital methods, etc.? How does computation create new disciplinary boundaries and gate-keeping functions? What are the new hegemonic representations of the digital – 'geons', 'pixels', 'waves', visualization, visual rhetorics, etc.? How do media changes create epistemic changes, and how can we look behind the 'screen essentialism' of computational interfaces? Here we might also reflect on the way in which the practice of making-visible also entails the making-invisible – computation involves making choices about what is to be captured.[84]

Negative publicity

Lauren F. Klein and Gold note that many appearances of the digital humanities in public media are often in a critical fashion. Armand Leroi, writing in The New York Times, discusses the contrast between the algorithmic analysis of themes in literary texts and the work of Harold Bloom, who qualitatively and phenomenologically analyzes the themes of literature over time. Leroi questions whether or not the digital humanities can provide a truly robust analysis of literature and social phenomena or offer a novel alternative perspective on them. The literary theorist Stanley Fish claims that the digital humanities pursue a revolutionary agenda and thereby undermine the conventional standards of "pre-eminence, authority and disciplinary power".[86] However, digital humanities scholars note that "Digital Humanities is an extension of traditional knowledge skills and methods, not a replacement for them. Its distinctive contributions do not obliterate the insights of the past, but add and supplement the humanities' long-standing commitment to scholarly interpretation, informed research, structured argument, and dialogue within communities of practice".[3]

Some have hailed the digital humanities as a solution to the apparent problems within the humanities, namely a decline in funding, a repeat of debates, and a fading set of theoretical claims and methodological arguments.[87] Adam Kirsch, writing in the New Republic, calls this the "False Promise" of the digital humanities.[88] While the rest of humanities and many social science departments are seeing a decline in funding or prestige, the digital humanities has been seeing increasing funding and prestige. Burdened with the problems of novelty, the digital humanities is discussed as either a revolutionary alternative to the humanities as it is usually conceived or as simply new wine in old bottles. Kirsch believes that digital humanities practitioners suffer from problems of being marketers rather than scholars, who attest to the grand capacity of their research more than actually performing new analysis and when they do so, only performing trivial parlor tricks of research. This form of criticism has been repeated by others, such as in Carl Staumshein, writing in Inside Higher Education, who calls it a "Digital Humanities Bubble".[89] Later in the same publication, Straumshein alleges that the digital humanities is a 'Corporatist Restructuring' of the Humanities.[90] Some see the alliance of the digital humanities with business to be a positive turn that causes the business world to pay more attention, thus bringing needed funding and attention to the humanities.[91] If it were not burdened by the title of digital humanities, it could escape the allegations that it is elitist and unfairly funded.[92]

Black box

There has also been critique of the use of digital humanities tools by scholars who do not fully understand what happens to the data they input and place too much trust in the "black box" of software that cannot be sufficiently examined for errors.[93] Johanna Drucker, a professor at UCLA Department of Information Studies, has criticized the "epistemological fallacies" prevalent in popular visualization tools and technologies (such as Google's n-gram graph) used by digital humanities scholars and the general public, calling some network diagramming and topic modeling tools "just too crude for humanistic work."[94] The lack of transparency in these programs obscures the subjective nature of the data and its processing, she argues, as these programs "generate standard diagrams based on conventional algorithms for screen display ... mak[ing] it very difficult for the semantics of the data processing to be made evident."[94]

Diversity

There has also been some recent controversy among practitioners of digital humanities around the role that race and/or identity politics plays. Tara McPherson attributes some of the lack of racial diversity in digital humanities to the modality of UNIX and computers themselves.[95] An open thread on DHpoco.org recently garnered well over 100 comments on the issue of race in digital humanities, with scholars arguing about the amount that racial (and other) biases affect the tools and texts available for digital humanities research.[96] McPherson posits that there needs to be an understanding and theorizing of the implications of digital technology and race, even when the subject for analysis appears not to be about race.

Amy E. Earhart criticizes what has become the new digital humanities "canon" in the shift from websites using simple HTML to the usage of the TEI and visuals in textual recovery projects.[97] Works that have been previously lost or excluded were afforded a new home on the internet, but much of the same marginalizing practices found in traditional humanities also took place digitally. According to Earhart, there is a "need to examine the canon that we, as digital humanists, are constructing, a canon that skews toward traditional texts and excludes crucial work by women, people of color, and the LGBTQ community."[97]

Issues of access

Practitioners in digital humanities are also failing to meet the needs of users with disabilities. George H. Williams argues that universal design is imperative for practitioners to increase usability because "many of the otherwise most valuable digital resources are useless for people who are—for example—deaf or hard of hearing, as well as for people who are blind, have low vision, or have difficulty distinguishing particular colors."[98] In order to provide accessibility successfully, and productive universal design, it is important to understand why and how users with disabilities are using the digital resources while remembering that all users approach their informational needs differently.[98]

Cultural criticism

Digital humanities have been criticized for not only ignoring traditional questions of lineage and history in the humanities, but lacking the fundamental cultural criticism that defines the humanities. However, it remains to be seen whether or not the humanities have to be tied to cultural criticism, per se, in order to be the humanities.[85][19] The sciences[vague] might imagine the Digital Humanities as a welcome improvement over the non-quantitative methods of the humanities and social sciences.[99][100]

Difficulty of evaluation

As the field matures, there has been a recognition that the standard model of academic peer-review of work may not be adequate for digital humanities projects, which often involve website components, databases, and other non-print objects. Evaluation of quality and impact thus require a combination of old and new methods of peer review.[3] One response has been the creation of the DHCommons Journal. This accepts non-traditional submissions, especially mid-stage digital projects, and provides an innovative model of peer review more suited for the multimedia, transdisciplinary, and milestone-driven nature of Digital Humanities projects. Other professional humanities organizations, such as the American Historical Association and the Modern Language Association, have developed guidelines for evaluating academic digital scholarship.[101][102]

Lack of focus on pedagogy

The 2012 edition of Debates in the Digital Humanities recognized the fact that pedagogy was the "neglected 'stepchild' of DH" and included an entire section on teaching the digital humanities.[5] Part of the reason is that grants in the humanities are geared more toward research with quantifiable results rather than teaching innovations, which are harder to measure.[5] In recognition of a need for more scholarship on the area of teaching, the edited volume Digital Humanities Pedagogy was published and offered case studies and strategies to address how to teach digital humanities methods in various disciplines.

See also

References

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External links

  • Debates in the Digital Humanities book series
  • Digital Humanities Quarterly
  • Intro to Digital Humanities by UCLA Center for Digital Humanities
  • CUNY Digital Humanities Resource Guide by CUNY Digital Humanities Initiative
  • DH Toychest: Guides and Introductions curated by DH scholar Alan Liu
  • How did they make that? by DH scholar Miriam Posner

digital, humanities, area, scholarly, activity, intersection, computing, digital, technologies, disciplines, humanities, includes, systematic, digital, resources, humanities, well, analysis, their, application, defined, ways, doing, scholarship, that, involve,. Digital humanities DH is an area of scholarly activity at the intersection of computing or digital technologies and the disciplines of the humanities It includes the systematic use of digital resources in the humanities as well as the analysis of their application 1 2 DH can be defined as new ways of doing scholarship that involve collaborative transdisciplinary and computationally engaged research teaching and publishing 3 It brings digital tools and methods to the study of the humanities with the recognition that the printed word is no longer the main medium for knowledge production and distribution 3 Example of a textual analysis program being used to study a novel with Jane Austen s Pride and Prejudice in Voyant Tools By producing and using new applications and techniques DH makes new kinds of teaching possible while at the same time studying and critiquing how these impact cultural heritage and digital culture 2 DH is also applied in research Thus a distinctive feature of DH is its cultivation of a two way relationship between the humanities and the digital the field both employs technology in the pursuit of humanities research and subjects technology to humanistic questioning and interrogation often simultaneously Contents 1 Definition 2 History 3 Values and methods 4 Tools 5 Projects 5 1 Digital archives 5 2 Cultural analytics 5 3 Textual mining analysis and visualization 5 4 Analysis of macroscopic trends in cultural change 5 5 Online publishing 5 6 Wikimedia projects 6 Criticism 6 1 Negative publicity 6 2 Black box 6 3 Diversity 6 4 Issues of access 6 5 Cultural criticism 6 6 Difficulty of evaluation 6 7 Lack of focus on pedagogy 7 See also 8 References 9 External linksDefinition EditThe definition of the digital humanities is being continually formulated by scholars and practitioners Since the field is constantly growing and changing specific definitions can quickly become outdated or unnecessarily limit future potential 4 The second volume of Debates in the Digital Humanities 2016 acknowledges the difficulty in defining the field Along with the digital archives quantitative analyses and tool building projects that once characterized the field DH now encompasses a wide range of methods and practices visualizations of large image sets 3D modeling of historical artifacts born digital dissertations hashtag activism and the analysis thereof alternate reality games mobile makerspaces and more In what has been called big tent DH it can at times be difficult to determine with any specificity what precisely digital humanities work entails 5 Historically the digital humanities developed out of humanities computing and has become associated with other fields such as humanistic computing social computing and media studies In concrete terms the digital humanities embraces a variety of topics from curating online collections of primary sources primarily textual to the data mining of large cultural data sets to topic modeling Digital humanities incorporates both digitized remediated and born digital materials and combines the methodologies from traditional humanities disciplines such as rhetoric history philosophy linguistics literature art archaeology music and cultural studies and social sciences 6 with tools provided by computing such as hypertext hypermedia data visualisation information retrieval data mining statistics text mining digital mapping and digital publishing Related subfields of digital humanities have emerged like software studies platform studies and critical code studies Fields that parallel the digital humanities include new media studies and information science as well as media theory of composition game studies particularly in areas related to digital humanities project design and production and cultural analytics Each disciplinary field and each country has its own unique history of digital humanities 7 The Digital Humanities Stack from Berry and Fagerjord Digital Humanities Knowledge and Critique in a Digital Age Berry and Fagerjord have suggested that a way to reconceptualise digital humanities could be through a digital humanities stack They argue that this type of diagram is common in computation and computer science to show how technologies are stacked on top of each other in increasing levels of abstraction Here they use the method in a more illustrative and creative sense of showing the range of activities practices skills technologies and structures that could be said to make up the digital humanities with the aim of providing a high level map 8 Indeed the diagram can be read as the bottom levels indicating some of the fundamental elements of the digital humanities stack such as computational thinking and knowledge representation and then other elements that later build on these 9 In practical terms a major distinction within digital humanities is the focus on the data being processed For processing textual data digital humanities builds on a long and extensive history of digital edition computational linguistics and natural language processing and developed an independent and highly specialized technology stack largely cumulating in the specifications of the Text Encoding Initiative This part of the field is sometimes thus set apart from Digital Humanities in general as digital philology or computational philology For the creation and analysis of digital editions of objects or artifacts digital philologists have access to digital practices methods and technologies such as optical character recognition that are providing opportunities to adapt the field to the digital age 10 History EditDigital humanities descends from the field of humanities computing whose origins reach back to 1940s and 50s in the pioneering work of Jesuit scholar Roberto Busa which began in 1946 11 and of English professor Josephine Miles beginning in the early 1950s 12 13 14 15 In collaboration with IBM Busa and his team created a computer generated concordance to Thomas Aquinas writings known as the Index Thomisticus 3 Busa s works have been collected and translated by Julianne Nyhan and Marco Passarotti 16 Other scholars began using mainframe computers to automate tasks like word searching sorting and counting which was much faster than processing information from texts with handwritten or typed index cards 3 Similar first advances were made by Gerhard Sperl in Austria using computers by Zuse for Digital Assyriology 17 In the decades which followed archaeologists classicists historians literary scholars and a broad array of humanities researchers in other disciplines applied emerging computational methods to transform humanities scholarship 18 19 As Tara McPherson has pointed out the digital humanities also inherit practices and perspectives developed through many artistic and theoretical engagements with electronic screen culture beginning the late 1960s and 1970s These range from research developed by organizations such as SIGGRAPH to creations by artists such as Charles and Ray Eames and the members of E A T Experiments in Art and Technology The Eames and E A T explored nascent computer culture and intermediality in creative works that dovetailed technological innovation with art 20 The first specialized journal in the digital humanities was Computers and the Humanities which debuted in 1966 The Computer Applications and Quantitative Methods in Archaeology CAA association was founded in 1973 The Association for Literary and Linguistic Computing ALLC and the Association for Computers and the Humanities ACH were then founded in 1977 and 1978 respectively 3 Soon there was a need for a standardized protocol for tagging digital texts and the Text Encoding Initiative TEI was developed 3 The TEI project was launched in 1987 and published the first full version of the TEI Guidelines in May 1994 14 TEI helped shape the field of electronic textual scholarship and led to Extensible Markup Language XML which is a tag scheme for digital editing Researchers also began experimenting with databases and hypertextual editing which are structured around links and nodes as opposed to the standard linear convention of print 3 In the nineties major digital text and image archives emerged at centers of humanities computing in the U S e g the Women Writers Project the Rossetti Archive 21 and The William Blake Archive 22 which demonstrated the sophistication and robustness of text encoding for literature 23 The advent of personal computing and the World Wide Web meant that Digital Humanities work could become less centered on text and more on design The multimedia nature of the internet has allowed Digital Humanities work to incorporate audio video and other components in addition to text 3 The terminological change from humanities computing to digital humanities has been attributed to John Unsworth Susan Schreibman and Ray Siemens who as editors of the anthology A Companion to Digital Humanities 2004 tried to prevent the field from being viewed as mere digitization 24 Consequently the hybrid term has created an overlap between fields like rhetoric and composition which use the methods of contemporary humanities in studying digital objects 24 and digital humanities which uses digital technology in studying traditional humanities objects 24 The use of computational systems and the study of computational media within the humanities arts and social sciences more generally has been termed the computational turn 25 In 2006 the National Endowment for the Humanities NEH launched the Digital Humanities Initiative renamed Office of Digital Humanities in 2008 which made widespread adoption of the term digital humanities in the United States 26 Digital humanities emerged from its former niche status and became big news 26 at the 2009 MLA convention in Philadelphia where digital humanists made some of the liveliest and most visible contributions 27 and had their field hailed as the first next big thing in a long time 28 In November 2018 the 10th Global Peter Drucker Forum was about the theme Management The human dimension Among the articles presented the one that left its mark in the field of digital humanities was 29 Values and methods EditAlthough digital humanities projects and initiatives are diverse they often reflect common values and methods 30 These can help in understanding this hard to define field Values 30 Critical and theoretical Iterative and experimental Collaborative and distributed Multimodal and performative Open and accessible Methods 30 Enhanced critical curation Augmented editions and fluid textuality Scale the law of large numbers Distant close macro micro surface depth Cultural analytics aggregation and data mining Visualization and data design Locative investigation and thick mapping The animated archive Distributed knowledge production and performative access Humanities gaming Code software and platform studies Database documentaries Repurposable content and remix culture Pervasive infrastructure Ubiquitous scholarship In keeping with the value of being open and accessible many digital humanities projects and journals are open access and or under Creative Commons licensing showing the field s commitment to open standards and open source 31 Open access is designed to enable anyone with an internet enabled device and internet connection to view a website or read an article without having to pay as well as share content with the appropriate permissions Digital humanities scholars use computational methods either to answer existing research questions or to challenge existing theoretical paradigms generating new questions and pioneering new approaches One goal is to systematically integrate computer technology into the activities of humanities scholars 32 as is done in contemporary empirical social sciences Yet despite the significant trend in digital humanities towards networked and multimodal forms of knowledge a substantial amount of digital humanities focuses on documents and text in ways that differentiate the field s work from digital research in media studies information studies communication studies and sociology Another goal of digital humanities is to create scholarship that transcends textual sources This includes the integration of multimedia metadata and dynamic environments see The Valley of the Shadow project at the University of Virginia the Vectors Journal of Culture and Technology in a Dynamic Vernacular at University of Southern California or Digital Pioneers projects at Harvard 33 A growing number of researchers in digital humanities are using computational methods for the analysis of large cultural data sets such as the Google Books corpus 34 Examples of such projects were highlighted by the Humanities High Performance Computing competition sponsored by the Office of Digital Humanities in 2008 35 and also by the Digging Into Data challenge organized in 2009 36 and 2011 37 by NEH in collaboration with NSF 38 and in partnership with JISC in the UK and SSHRC in Canada 39 In addition to books historical newspapers can also be analyzed with big data methods The analysis of vast quantities of historical newspaper content has showed how periodic structures can be automatically discovered and a similar analysis was performed on social media 40 41 As part of the big data revolution gender bias readability content similarity reader preferences and even mood have been analyzed based on text mining methods over millions of documents 42 43 44 45 46 and historical documents written in literary Chinese 47 Digital humanities is also involved in the creation of software providing environments and tools for producing curating and interacting with knowledge that is born digital and lives in various digital contexts 48 In this context the field is sometimes known as computational humanities Narrative network of US Elections 2012 49 Tools EditDigital humanities scholars use a variety of digital tools for their research which may take place in an environment as small as a mobile device or as large as a virtual reality lab Environments for creating publishing and working with digital scholarship include everything from personal equipment to institutes and software to cyberspace 50 Some scholars use advanced programming languages and databases while others use less complex tools depending on their needs DiRT Digital Research Tools Directory 51 offers a registry of digital research tools for scholars TAPoR Text Analysis Portal for Research 52 is a gateway to text analysis and retrieval tools An accessible free example of an online textual analysis program is Voyant Tools 53 which only requires the user to copy and paste either a body of text or a URL and then click the reveal button to run the program There is also an online list 54 of online or downloadable Digital Humanities tools that are largely free aimed toward helping students and others who lack access to funding or institutional servers Free open source web publishing platforms like WordPress and Omeka are also popular tools Projects EditDigital humanities projects are more likely than traditional humanities work to involve a team or a lab which may be composed of faculty staff graduate or undergraduate students information technology specialists and partners in galleries libraries archives and museums Credit and authorship are often given to multiple people to reflect this collaborative nature which is different from the sole authorship model in the traditional humanities and more like the natural sciences 3 There are thousands of digital humanities projects ranging from small scale ones with limited or no funding to large scale ones with multi year financial support Some are continually updated while others may not be due to loss of support or interest though they may still remain online in either a beta version or a finished form The following are a few examples of the variety of projects in the field 55 Digital archives EditThe Women Writers Project begun in 1988 is a long term research project to make pre Victorian women writers more accessible through an electronic collection of rare texts The Walt Whitman Archive 56 begun in the 1990s sought to create a hypertext and scholarly edition of Whitman s works and now includes photographs sounds and the only comprehensive current bibliography of Whitman criticism The Emily Dickinson Archive begun in 2013 57 is a collection of high resolution images of Dickinson s poetry manuscripts as well as a searchable lexicon of over 9 000 words that appear in the poems Example of network analysis as an archival tool at the League of Nations 58 The Slave Societies Digital Archive 59 formerly Ecclesiastical and Secular Sources for Slave Societies directed by Jane Landers 60 and hosted at Vanderbilt University preserves endangered ecclesiastical and secular documents related to Africans and African descended peoples in slave societies This Digital Archive currently holds 500 000 unique images dating from the 16th to the 20th centuries and documents the history of between 6 and 8 million individuals They are the most extensive serial records for the history of Africans in the Atlantic World and also include valuable information on the indigenous European and Asian populations who lived alongside them The involvement of librarians and archivists plays an important part in digital humanities projects because of the recent expansion of their role so that it now covers digital curation which is critical in the preservation promotion and access to digital collections as well as the application of scholarly orientation to digital humanities projects 61 A specific example involves the case of initiatives where archivists help scholars and academics build their projects through their experience in evaluating implementing and customizing metadata schemas for library collections 62 The initiatives at the National Autonomous University of Mexico is another example of a digital humanities project These include the digitization of 17th century manuscripts an electronic corpus of Mexican history from the 16th to 19th century and the visualization of pre Hispanic archaeological sites in 3 D 63 Cultural analytics Edit Cultural analytics refers to the use of computational method for exploration and analysis of large visual collections and also contemporary digital media The concept was developed in 2005 by Lev Manovich who then established the Cultural Analytics Lab in 2007 at Qualcomm Institute at California Institute for Telecommunication and Information Calit2 The lab has been using methods from the field of computer science called Computer Vision many types of both historical and contemporary visual media for example all covers of Time magazine published between 1923 and 2009 64 20 000 historical art photographs from the collection in Museum of Modern Art MoMA in New York 65 one million pages from Manga books 66 and 16 million images shared on Instagram in 17 global cities 67 Cultural analytics also includes using methods from media design and data visualization to create interactive visual interfaces for exploration of large visual collections e g Selfiecity and On Broadway Cultural analytics research is also addressing a number of theoretical questions How can we observe giant cultural universes of both user generated and professional media content created today without reducing them to averages outliers or pre existing categories How can work with large cultural data help us question our stereotypes and assumptions about cultures What new theoretical cultural concepts and models are required for studying global digital culture with its new mega scale speed and connectivity 68 The term cultural analytics or culture analytics is now used by many other researchers as exemplified by two academic symposiums 69 a four month long research program at UCLA that brought together 120 leading researchers from university and industry labs 70 an academic peer review Journal of Cultural Analytics CA established in 2016 71 and academic job listings Textual mining analysis and visualization EditWordHoard begun in 2004 is a free application that enables scholarly but non technical users to read and analyze in new ways deeply tagged texts including the canon of Early Greek epic Chaucer Shakespeare and Spenser The Republic of Letters begun in 2008 72 seeks to visualize the social network of Enlightenment writers through an interactive map and visualization tools Network analysis and data visualization is also used for reflections on the field itself researchers may produce network maps of social media interactions or infographics from data on digital humanities scholars and projects Network analysis graph of Digital Humanities Twitter users 73 Document in Context of its Time DICT analysis style 74 and an online demo tool allow in an interactive way let users know whether the vocabulary used by an author of an input text was frequent at the time of text creation whether the author used anachronisms or neologisms and enables detecting terms in text that underwent considerable semantic change Analysis of macroscopic trends in cultural change Edit Culturomics is a form of computational lexicology that studies human behavior and cultural trends through the quantitative analysis of digitized texts 75 76 Researchers data mine large digital archives to investigate cultural phenomena reflected in language and word usage 77 The term is an American neologism first described in a 2010 Science article called Quantitative Analysis of Culture Using Millions of Digitized Books co authored by Harvard researchers Jean Baptiste Michel and Erez Lieberman Aiden 78 A 2017 study 46 published in the Proceedings of the National Academy of Sciences of the United States of America compared the trajectory of n grams over time in both digitised books from the 2010 Science article 78 with those found in a large corpus of regional newspapers from the United Kingdom over the course of 150 years The study further went on to use more advanced natural language processing techniques to discover macroscopic trends in history and culture including gender bias geographical focus technology and politics along with accurate dates for specific events The applications of digital humanities may be used along with other non humanities subject areas such as pure sciences agriculture management etc to produce great variants of practical solutions to solve issues in industry as well as society 79 Online publishing Edit The Stanford Encyclopedia of Philosophy begun in 1995 is a dynamic reference work of terms concepts and people from philosophy maintained by scholars in the field MLA Commons 80 offers an open peer review site where anyone can comment for their ongoing curated collection of teaching artifacts in Digital Pedagogy in the Humanities Concepts Models and Experiments 2016 81 The Debates in the Digital Humanities platform contains volumes of the open access book of the same title 2012 and 2016 editions and allows readers to interact with material by marking sentences as interesting or adding terms to a crowdsourced index Wikimedia projects Edit Some research institutions work with the Wikimedia Foundation or volunteers of the community for example to make freely licensed media files available via Wikimedia Commons or to link or load data sets with Wikidata Text analysis has been performed on the contribution history of articles on Wikipedia or its sister projects 82 Criticism EditIn 2012 Matthew K Gold identified a range of perceived criticisms of the field of digital humanities a lack of attention to issues of race class gender and sexuality a preference for research driven projects over pedagogical ones an absence of political commitment an inadequate level of diversity among its practitioners an inability to address texts under copyright and an institutional concentration in well funded research universities 83 Similarly Berry and Fagerjord have argued that a digital humanities should focus on the need to think critically about the implications of computational imaginaries and raise some questions in this regard This is also to foreground the importance of the politics and norms that are embedded in digital technology algorithms and software We need to explore how to negotiate between close and distant readings of texts and how micro analysis and macro analysis can be usefully reconciled in humanist work 84 Alan Liu has argued while digital humanists develop tools data and metadata critically therefore e g debating the ordered hierarchy of content objects principle disputing whether computation is best used for truth finding or as Lisa Samuels and Jerome McGann put it deformance and so on rarely do they extend their critique to the full register of society economics politics or culture 85 Some of these concerns have given rise to the emergent subfield of Critical Digital Humanities CDH Some key questions include how do we make the invisible become visible in the study of software How is knowledge transformed when mediated through code and software What are the critical approaches to Big Data visualization digital methods etc How does computation create new disciplinary boundaries and gate keeping functions What are the new hegemonic representations of the digital geons pixels waves visualization visual rhetorics etc How do media changes create epistemic changes and how can we look behind the screen essentialism of computational interfaces Here we might also reflect on the way in which the practice of making visible also entails the making invisible computation involves making choices about what is to be captured 84 Negative publicity Edit Lauren F Klein and Gold note that many appearances of the digital humanities in public media are often in a critical fashion Armand Leroi writing in The New York Times discusses the contrast between the algorithmic analysis of themes in literary texts and the work of Harold Bloom who qualitatively and phenomenologically analyzes the themes of literature over time Leroi questions whether or not the digital humanities can provide a truly robust analysis of literature and social phenomena or offer a novel alternative perspective on them The literary theorist Stanley Fish claims that the digital humanities pursue a revolutionary agenda and thereby undermine the conventional standards of pre eminence authority and disciplinary power 86 However digital humanities scholars note that Digital Humanities is an extension of traditional knowledge skills and methods not a replacement for them Its distinctive contributions do not obliterate the insights of the past but add and supplement the humanities long standing commitment to scholarly interpretation informed research structured argument and dialogue within communities of practice 3 Some have hailed the digital humanities as a solution to the apparent problems within the humanities namely a decline in funding a repeat of debates and a fading set of theoretical claims and methodological arguments 87 Adam Kirsch writing in the New Republic calls this the False Promise of the digital humanities 88 While the rest of humanities and many social science departments are seeing a decline in funding or prestige the digital humanities has been seeing increasing funding and prestige Burdened with the problems of novelty the digital humanities is discussed as either a revolutionary alternative to the humanities as it is usually conceived or as simply new wine in old bottles Kirsch believes that digital humanities practitioners suffer from problems of being marketers rather than scholars who attest to the grand capacity of their research more than actually performing new analysis and when they do so only performing trivial parlor tricks of research This form of criticism has been repeated by others such as in Carl Staumshein writing in Inside Higher Education who calls it a Digital Humanities Bubble 89 Later in the same publication Straumshein alleges that the digital humanities is a Corporatist Restructuring of the Humanities 90 Some see the alliance of the digital humanities with business to be a positive turn that causes the business world to pay more attention thus bringing needed funding and attention to the humanities 91 If it were not burdened by the title of digital humanities it could escape the allegations that it is elitist and unfairly funded 92 Black box Edit There has also been critique of the use of digital humanities tools by scholars who do not fully understand what happens to the data they input and place too much trust in the black box of software that cannot be sufficiently examined for errors 93 Johanna Drucker a professor at UCLA Department of Information Studies has criticized the epistemological fallacies prevalent in popular visualization tools and technologies such as Google s n gram graph used by digital humanities scholars and the general public calling some network diagramming and topic modeling tools just too crude for humanistic work 94 The lack of transparency in these programs obscures the subjective nature of the data and its processing she argues as these programs generate standard diagrams based on conventional algorithms for screen display mak ing it very difficult for the semantics of the data processing to be made evident 94 Diversity Edit There has also been some recent controversy among practitioners of digital humanities around the role that race and or identity politics plays Tara McPherson attributes some of the lack of racial diversity in digital humanities to the modality of UNIX and computers themselves 95 An open thread on DHpoco org recently garnered well over 100 comments on the issue of race in digital humanities with scholars arguing about the amount that racial and other biases affect the tools and texts available for digital humanities research 96 McPherson posits that there needs to be an understanding and theorizing of the implications of digital technology and race even when the subject for analysis appears not to be about race Amy E Earhart criticizes what has become the new digital humanities canon in the shift from websites using simple HTML to the usage of the TEI and visuals in textual recovery projects 97 Works that have been previously lost or excluded were afforded a new home on the internet but much of the same marginalizing practices found in traditional humanities also took place digitally According to Earhart there is a need to examine the canon that we as digital humanists are constructing a canon that skews toward traditional texts and excludes crucial work by women people of color and the LGBTQ community 97 Issues of access Edit Practitioners in digital humanities are also failing to meet the needs of users with disabilities George H Williams argues that universal design is imperative for practitioners to increase usability because many of the otherwise most valuable digital resources are useless for people who are for example deaf or hard of hearing as well as for people who are blind have low vision or have difficulty distinguishing particular colors 98 In order to provide accessibility successfully and productive universal design it is important to understand why and how users with disabilities are using the digital resources while remembering that all users approach their informational needs differently 98 Cultural criticism Edit Digital humanities have been criticized for not only ignoring traditional questions of lineage and history in the humanities but lacking the fundamental cultural criticism that defines the humanities However it remains to be seen whether or not the humanities have to be tied to cultural criticism per se in order to be the humanities 85 19 The sciences vague might imagine the Digital Humanities as a welcome improvement over the non quantitative methods of the humanities and social sciences 99 100 Difficulty of evaluation Edit As the field matures there has been a recognition that the standard model of academic peer review of work may not be adequate for digital humanities projects which often involve website components databases and other non print objects Evaluation of quality and impact thus require a combination of old and new methods of peer review 3 One response has been the creation of the DHCommons Journal This accepts non traditional submissions especially mid stage digital projects and provides an innovative model of peer review more suited for the multimedia transdisciplinary and milestone driven nature of Digital Humanities projects Other professional humanities organizations such as the American Historical Association and the Modern Language Association have developed guidelines for evaluating academic digital scholarship 101 102 Lack of focus on pedagogy Edit The 2012 edition of Debates in the Digital Humanities recognized the fact that pedagogy was the neglected stepchild of DH and included an entire section on teaching the digital humanities 5 Part of the reason is that grants in the humanities are geared more toward research with quantifiable results rather than teaching innovations which are harder to measure 5 In recognition of a need for more scholarship on the area of teaching the edited volume Digital Humanities Pedagogy was published and offered case studies and strategies to address how to teach digital humanities methods in various disciplines See also EditCyborg anthropology Digital anthropologyReferences Edit Drucker Johanna September 2013 Intro to Digital Humanities Introduction UCLA Center for Digital Humanities Retrieved 26 December 2016 a b Terras Melissa December 2011 Quantifying Digital Humanities PDF UCL Centre for Digital Humanities Retrieved 26 December 2016 a b c d e f g h i j k Burdick Anne Drucker Johanna Lunenfeld Peter Presner Todd Schnapp Jeffrey November 2012 Digital Humanities PDF Open Access eBook MIT Press ISBN 9780262312097 Archived from the original PDF on 26 October 2016 Retrieved 26 December 2016 Warwick Claire Terras Melissa Nyhan Julianne 9 October 2012 Digital Humanities in Practice Facet Publishing ISBN 9781856047661 a b c Debates in the Digital Humanities dhdebates gc cuny edu Archived from the original on 12 May 2019 Retrieved 29 December 2016 Digital Humanities Network University of Cambridge Retrieved 27 December 2012 Crymble Adam 2021 Technology and the Historian Topics in the Digital Humanities Champaign University of Illinois Press ISBN 978 0 252 08569 7 Berry David M Fagerjord 2017 Digital Humanities Knowledge and Critique in a Digital Age UK Polity p 18 ISBN 9780745697666 Berry David M Fagerjord 2017 Digital Humanities Knowledge and Critique in a Digital Age UK Polity p 19 ISBN 9780745697666 Andrews Tara L 31 March 2012 The third way philology and critical edition in the digital age Rodopi Bern Open 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Cham 2019 ISBN 978 3 030 18313 4 OCLC 1129214216 a href Template Cite book html title Template Cite book cite book a CS1 maint others link Bogacz Bartosz Mara Hubert 2022 Digital Assyriology Advances in Visual Cuneiform Analysis Journal on Computing and Cultural Heritage Association for Computing Machinery ACM vol 15 no 2 pp 1 22 doi 10 1145 3491239 S2CID 248843112 Feeney Mary amp Ross Seamus 1994 Information Technology in Humanities Scholarship British Achievements Prospects and Barriers Historical Social Research 19 1 69 3 59 JSTOR 20755828 a b Berry David M Fagerjord Anders 2017 Digital Humanities Knowledge and Critique in a Digital Age Cambridge Polity ISBN 978 0 7456 9765 9 McPherson Tara DH by Design Feminism aesthetics the digital Congress of the Social Science and Humanities University of Calgary 2016 05 31 Keynote Jerome J McGann ed Rossetti Archive Institute for Advanced Technology in the Humanities University of Virginia retrieved 16 June 2012 Morris Eaves Robert Essick Joseph Viscomi eds The William Blake Archive retrieved 16 June 2012 Liu Alan 2004 Transcendental Data Toward a Cultural History and Aesthetics of the New Encoded Discourse Critical Inquiry 31 1 49 84 doi 10 1086 427302 ISSN 0093 1896 JSTOR 10 1086 427302 S2CID 144101461 a b c Fitzpatrick Kathleen 8 May 2011 The humanities done digitally The Chronicle of Higher Education Retrieved 10 July 2011 Berry David 1 June 2011 The Computational Turn Thinking About the Digital Humanities Culture Machine Archived from the original on 1 January 2012 Retrieved 31 January 2012 a b Kirschenbaum Matthew G 2010 What is Digital Humanities and What s it Doing in English Departments PDF ADE Bulletin No 150 Howard Jennifer 31 December 2009 The MLA Convention in Translation The Chronicle of Higher Education ISSN 0009 5982 Retrieved 31 May 2012 Pannapacker William 28 December 2009 The MLA and the Digital Humanities The Chronicle of Higher Education Brainstorm Retrieved 30 May 2012 Petriglieri Gianpiero 2 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Nr 2 S 34 58 online http ssrn com abstract 2491422 Bobley Brett December 1 2008 Grant Announcement for Humanities High Performance Computing Program National Endowment for the Humanities Archived from the original on September 26 2012 Retrieved May 1 2012 Awardees of 2009 Digging into Data Challenge Digging into Data 2009 Archived from the original on 17 May 2012 Retrieved 1 May 2012 NEH Announces Winners of 2011 Digging Into Data Challenge National Endowment for the Humanities 3 January 2012 Retrieved 1 May 2012 Cohen Patricia 16 November 2010 Humanities Scholars Embrace Digital Technology The New York Times New York ISSN 0362 4331 Retrieved 7 June 2012 Williford Christa Henry Charles June 2012 Computationally Intensive Research in the Humanities and Social Sciences A Report on the Experiences of First Respondents to the Digging Into Data Challenge Council on Library and Information Resources ISBN 978 1 932326 40 6 Dzogang Fabon Lansdall Welfare Thomas Team FindMyPast Newspaper Cristianini Nello 8 November 2016 Discovering Periodic Patterns in Historical News PLOS ONE 11 11 e0165736 Bibcode 2016PLoSO 1165736D doi 10 1371 journal pone 0165736 ISSN 1932 6203 PMC 5100883 PMID 27824911 Seasonal Fluctuations in Collective Mood Revealed by Wikipedia Searches and Twitter Posts F Dzogang T Lansdall Welfare N Cristianini 2016 IEEE International Conference on Data Mining Workshop on Data Mining in Human Activity Analysis Flaounas I Turchi M Ali O Fyson N Bie T De Mosdell N Lewis J Cristianini N 2010 The Structure of EU Mediasphere PLOS ONE 5 12 e14243 Bibcode 2010PLoSO 514243F doi 10 1371 journal pone 0014243 PMC 2999531 PMID 21170383 Lampos V Cristianini N 2012 Nowcasting Events from the Social Web with Statistical Learning ACM Transactions on Intelligent Systems and Technology 3 4 72 doi 10 1145 2337542 2337557 S2CID 8297993 NOAM news outlets analysis and monitoring system I Flaounas O Ali M Turchi T Snowsill F Nicart T De Bie N Cristianini Proc of the 2011 ACM SIGMOD international conference on Management of data Automatic discovery of patterns in media content N Cristianini Combinatorial Pattern Matching 2 13 2011 a b Lansdall Welfare Thomas Sudhahar Saatviga Thompson James Lewis Justin Team FindMyPast Newspaper Cristianini Nello 9 January 2017 Content analysis of 150 years of British periodicals Proceedings of the National Academy of Sciences 114 4 E457 E465 Bibcode 2017PNAS 114E 457L doi 10 1073 pnas 1606380114 ISSN 0027 8424 PMC 5278459 PMID 28069962 Bol P K C L Liu and H Wang 2015 Mining and discovering biographical information in Difangzhi with a language model based approach Proceedings of the 2015 International Conference on Digital Humanities https arxiv org abs 1504 02148 Presner Todd 2010 Digital Humanities 2 0 A Report on Knowledge Connexions Retrieved 9 June 2012 Automated analysis of the US presidential elections using Big Data and network analysis S Sudhahar GA Veltri N Cristianini Big Data amp Society 2 1 1 28 2015 Gardiner Eileen and Ronald G Musto 2015 The Digital Humanities A Primer for Students and Scholars Cambridge Cambridge University Press p 83 Welcome DiRT Directory dirtdirectory org Archived from the original on 24 April 2019 Retrieved 26 December 2016 TAPoR tapor test artsrn ualberta ca Archived from the original on 29 September 2017 Voyant Tools voyant tools org dhresourcesforprojectbuilding licensed for non commercial use only Digital Humanities Tools dhresourcesforprojectbuilding pbworks com See CUNY Academic Commons Wiki Archive for more The Walt Whitman Archive www whitmanarchive org Emily Dickinson From Fascicle to Open Access Harvard University Press www hup harvard edu Retrieved 26 December 2016 See Emily Dickinson Archive website League of Nations archives United Nations Office in Geneva Network visualization and analysis published in Grandjean Martin 2014 La connaissance est un reseau Les Cahiers du Numerique 10 3 37 54 doi 10 3166 lcn 10 3 37 54 Retrieved 15 October 2014 Homepage 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Letcher David W 6 April 2011 Cultoromics A New Way to See Temporal Changes in the Prevalence of Words and Phrases PDF American Institute of Higher Education 6th International Conference Proceedings 4 1 228 Archived from the original PDF on 3 March 2016 Retrieved 16 January 2017 a b Michel Jean Baptiste Liberman Aiden Erez 16 December 2010 Quantitative Analysis of Culture Using Millions of Digitized Books Science 331 6014 176 82 doi 10 1126 science 1199644 PMC 3279742 PMID 21163965 Abeysiriwardana Prabath Chaminda Jayasinghe Mudalige Udith K Kodituwakku Saluka R 23 May 2022 Connected researches in smart lab bubble A lifeline of techno society space for commercial agriculture development in new normal New Techno Humanities S2664329422000164 doi 10 1016 j techum 2022 05 001 S2CID 249035865 MLA Commons An online community for MLA members Digital Pedagogy in the Humanities MLA Commons Rijshouwer Emiel Alexander 2019 Organizing democracy power concentration and self organizing bureaucratization in the evolution of Wikipedia Uitermark J L Rotterdam Erasmus Universiteit Rotterdam ISBN 9789402813173 OCLC 1081174169 Debates in the Digital Humanities Archived from the original on 21 April 2019 Retrieved 26 November 2013 a b Berry David M Fagerjord 2017 Digital Humanities Knowledge and Critique in a Digital Age UK Polity p 137 ISBN 9780745697666 a b Liu Alan 7 January 2011 Where is Cultural Criticism in the Digital Humanities UCSB Retrieved 14 May 2016 Fish Stanley 9 January 2012 The Digital Humanities and the Transcending of Mortality The New York Times New York Retrieved 30 May 2012 Leroi Armand 13 February 2015 Digitizing the Humanities The New York Times Retrieved 14 May 2016 Kirsch Adam 2 May 2014 Technology Is Taking Over English Departments The New Republic The New Republic Retrieved 14 May 2016 Straumshein Carl Digital Humanities Bubble Inside Higher Education Retrieved 14 May 2016 Straumshein Carl Digital Humanities as Corporatist Restructuring Inside Higher Education Inside Higher Education Retrieved 14 May 2016 Carlson Tracy Humanities and business go hand in hand Bostonglobe com The Boston Globe Retrieved 14 May 2016 Pannapacker William 18 February 2013 Stop Calling It Digital Humanities Chronicle of Higher Education Retrieved 14 May 2016 Dobson James E 2015 Can an Algorithm be Disturbed Machine Learning Intrinsic Criticism and the Digital Humanities College Literature 42 4 543 564 doi 10 1353 lit 2015 0037 a b Johanna Drucker UCLA Lecture Should Humanists Visualize Knowledge Vimeo 24 September 2015 Retrieved 25 January 2016 Debates in the Digital Humanities Open Thread The Digital Humanities as a Historical Refuge from Race Class Gender Sexuality Disability Archived from the original on 3 December 2013 a b Debates in the Digital Humanities dhdebates gc cuny edu a b George H Williams Disability Universal Design and the Digital Humanities Debates in the Digital Humanities Poetry in Motion Nature 474 7352 420 2011 doi 10 1038 474420b PMID 21697904 S2CID 193524493 Kirschenbaum Matthew What Is Digital Humanities and Why Are They Saying Such Terrible Things about It PDF Wordpress Matthew Kirschenbaum Retrieved 14 May 2016 Guidelines for Evaluating Work in Digital Humanities and Digital Modern Language Association Retrieved 13 February 2017 Guidelines for the Professional Evaluation of Digital Scholarship by Historians AHA www historians org Retrieved 13 February 2017 External links Edit Wikimedia Commons has media related to Digital humanities Scholia has a topic profile for Digital humanities Debates in the Digital Humanities book series Digital Humanities Quarterly Intro to Digital Humanities by UCLA Center for Digital Humanities CUNY Digital Humanities Resource Guide by CUNY Digital Humanities Initiative DH Toychest Guides and Introductions curated by DH scholar Alan Liu How did they make that by DH scholar Miriam Posner Retrieved from https en wikipedia org w index php title Digital humanities amp oldid 1136336735, wikipedia, wiki, book, books, library,

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