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Neil J. Gunther

Neil Gunther (born 15 August 1950) is a computer information systems researcher best known internationally for developing the open-source performance modeling software Pretty Damn Quick and developing the Guerrilla approach to computer capacity planning and performance analysis. He has also been cited for his contributions to the theory of large transients in computer systems and packet networks, and his universal law of computational scalability.[1][2][3][4][5][6]

Neil James Gunther
Neil Gunther at Bletchley Park 2002
"A quantum leap is neither"
Born (1950-08-15) 15 August 1950 (age 73)
Preston, Victoria, Australia
Alma materLa Trobe University
University of Southampton
Known forPerformance analysis
Capacity planning tools
Theory of large transients
Universal scalability law
Scientific career
FieldsComputational information systems (classical and quantum)
InstitutionsSan Jose State University
Syncal Corporation
Xerox Palo Alto Research Center
Performance Dynamics Company (Founder)
École Polytechnique Fédérale de Lausanne (EPFL)
Doctoral advisorTomas M. Kalotas (Honors)
Christie J. Eliezer (Masters)
David J. Wallace (Doctorate)

Gunther is a Senior Member of both the Association for Computing Machinery (ACM) and the Institute of Electrical and Electronics Engineers (IEEE), as well as a member of the American Mathematical Society (AMS), American Physical Society (APS), Computer Measurement Group (CMG) and ACM SIGMETRICS.

He is currently focused on developing quantum information system technologies.[7]

Biography edit

Gunther is an Australian of German and Scots ancestry, born in Melbourne on 15 August 1950. He attended Preston East Primary School from 1955 to 1956, and Balwyn North Primary School from 1956 until 1962. For his tenth birthday, Gunther received a copy of the now famous book entitled The Golden Book of Chemistry Experiments from an older cousin. Inspired by the book, he started working on various experiments, making use of various chemicals that could be found around in his house. After he spilled some potassium permanganate solution on his bedroom carpet his mother confined him to an alcove in the garage which he turned into a small laboratory, replete with industrial chemicals and second-hand laboratory glassware. Gunther was interested in finding out how things like detergents and oils were composed by cracking them in his fractionating column. He took particular interest in mixing paints for his art classes, as well as his chemistry classes in Balwyn High School. His father, being the Superintendent of Melbourne's electrical power station, borrowed an organic chemistry text from the chemists in the quality control laboratory. This ultimately led to an intense interest in synthesizing Azo dyes. At around age 14, Gunther attempted to predict the color of azo dyes based on the chromophore-auxochrome combination. Apart from drawing up empirical tables, this effort was largely unsuccessful due to his lack of knowledge of quantum theory.

Post-Doc years edit

Gunther taught physics at San Jose State University from 1980 to 1981. He then joined Syncal Corporation, a small company contracted by NASA and JPL to develop thermoelectric materials for their deep-space missions. Gunther was asked to analyze the thermal stability test data from the Voyager RTGs. He discovered that the stability of the silicon-germanium (Si-Ge) thermoelectric alloy was controlled by a soliton-based precipitation mechanism.[8] JPL used his work to select the next generation of RTG materials for the Galileo mission launched in 1989.

Xerox years edit

In 1982, Gunther joined Xerox PARC to develop parametric and functional test software for PARC's small-scale VLSI design fabrication line. Ultimately, he was recruited onto the Dragon multiprocessor workstation project where he also developed the PARCbench multiprocessor benchmark. This was his first fore into computer performance analysis.

1989, he developed a Wick-rotated version of Richard Feynman's quantum path integral formalism for analyzing performance degradation in large-scale computer systems and packet networks.[9]

Pyramid years edit

In 1990 Gunther joined Pyramid Technology (now part of Fujitsu Siemens Computers) where he held positions as senior scientist and manager of the Performance Analysis Group that was responsible for attaining industry-high TPC benchmarks on their Unix multiprocessors. He also performed simulations for the design of the Reliant RM1000 parallel database server.

Consulting practice edit

Gunther founded Performance Dynamics Company as a sole proprietorship, registered in California in 1994, to provide consulting and educational services for the management of high performance computer systems with an emphasis on performance analysis and enterprise-wide capacity planning. He went on to release and develop his own open-source performance modeling software called "PDQ (Pretty Damn Quick)" around 1998. That software also accompanied his first textbook on performance analysis entitled The Practical Performance Analyst. Several other books have followed since then.

Current research interests edit

Quantum information systems edit

In 2004, Gunther has embarked on joint research into quantum information systems based on photonics.[7] During the course of his research in this area, he has developed a theory of photon bifurcation that is currently being tested experimentally at École Polytechnique Fédérale de Lausanne.[10] This represents yet another application of path integral formulation to circumvent the wave-particle duality of light.

In its simplest rendition, this theory can be considered as providing the quantum corrections to the Abbe-Rayleigh diffraction theory of imaging and the Fourier theory of optical information processing.[11]

Performance visualization edit

Inspired by the work of Tukey, Gunther explored ways to help systems analyst visualize performance in a manner similar to that already available in scientific visualization and information visualization. In 1991, he developed a tool called Barry, which employs barycentric coordinates to visualize sampled CPU usage data on large-scale multiprocessor systems.[12] More recently, he has applied the same 2-simplex barycentric coordinates to visualizing the Apdex application performance metric, which is based on categorical response time data. A barycentric 3-simplex (a tetrahedron), that can be swivelled on the computer screen using a mouse, has been found useful for visualizing packet network performance data. In 2008, he co-founded the PerfViz google group.

Universal Law of Computational Scalability edit

The throughput capacity X(N) of a computational platform is given by:

 

where N represents either the number of physical processors in the hardware configuration or the number of users driving the software application. The parameters  ,   and   respectively represent the levels of contention (e.g., queueing for shared resources), coherency delay (i.e., latency for data to become consistent) and concurrency (or effective parallelism) in the system. The   parameter also quantifies the retrograde throughput seen in many stress tests but not accounted for in either Amdahl's law or event-based simulations. This scalability law was originally developed by Gunther in 1993 while he was employed at Pyramid Technology.[13] Since there are no topological dependencies, C(N) can model symmetric multiprocessors, multicores, clusters, and GRID architectures. Also, because each of the three terms has a definite physical meaning, they can be employed as a heuristic to determine where to make performance improvements in hardware platforms or software applications.

At a more fundamental level, the above equation can be derived[14] from the Machine Repairman queueing model:[15]

Theorem (Gunther 2008): The universal scalability law is equivalent to the synchronous queueing bound on throughput in a modified Machine Repairman with state-dependent service times.

The following corollary (Gunther 2008 with  ) corresponds to Amdahl's law:[16]

Theorem (Gunther 2002): Amdahl's law for parallel speedup is equivalent to the synchronous queueing bound on throughput in a Machine Repairman model of a multiprocessor.

Awards edit

  • Senior Member ACM (elected April 2009).
  • Senior Member IEEE (elected February 2009).
  • Recipient of the , December 2008.
  • Summer Research Institute visitor, EPFL 2006 and 2007.
  • Lecturer, Western Institute of Computer Science, Stanford University, 1997–2000.
  • Best paper award, CMG conference 1996.
  • Visiting Scholar in Materials Science, Stanford University, 1981–1982.
  • Science Research Council Studentship, U.K. 1976–1980.
  • Commonwealth Postgraduate Scholarship, Australia 1975–1976.

Selected bibliography edit

Theses edit

  • The Feynman Path Integral in Non-Relativistic Quantum Mechanics and Quantum Electrodynamics, La Trobe University (AUS),

BSc Honors dissertation, department of physics, October (1974)

  • Dynamical Symmetry Groups: The Study and Interpretation of Certain Invariants as Group Generators in Quantum Mechanics, La Trobe University (AUS), MSc dissertation, department of applied mathematics, November (1976)
  • Broken Dynamical Symmetries in Quantum Field Theory and Phase Transition Phenomena, University of Southampton (U.K.), PhD dissertation, department of physics, December (1979)

Books edit

  • The Practical Performance Analyst, McGraw-Hill, New York, New York 1998, ISBN 0-07-912946-3 (Out of print)
  • The Practical Performance Analyst, iUniverse.com Press, Lincoln, Nebraska 2000, ISBN 0-595-12674-X (Reprint edition)
  • Performance Engineering: State of the Art and Current Trends, Lecture Notes in Computer Science, Springer-Verlag

Heidelberg, Germany, October 2001, ISBN 3-540-42145-9 (Contributed chapter)

  • Analyzing Computer System Performance with Perl::PDQ, Springer, Heidelberg 2005, ISBN 3-540-20865-8
  • Guerrilla Capacity Planning, Springer, Heidelberg 2007, ISBN 3-540-26138-9

Invited presentations edit

  • Goldstone Modes in First-order Phase Transitions, Sixth West Coast Conference on Statistical Mechanics, IBM Research Laboratories, San Jose, June (1980)
  • Instanton Techniques for Queueing Models of Large Computer Systems: Getting a Piece of the Action, SIAM Conference on Applied Probability in Science and Engineering, New Orleans, Louisiana, March (1990)
  • (Numerical) Investigations into Physical Power-law Models of Internet Traffic Using the Renormalization Group, IFORS Conference of Operations Research Societies, Honolulu, Hawaii, 11–15 July (2005)

Papers edit

  • Goldstone Modes in Vacuum Decay and First-order Phase Transitions, Journal of Physics, A, 13, 1755–1767 (1980)
  • A Benchmark for Image Retrieval using Distributed Systems over the Internet (2000 with G. Beretta)
  • Performance and Scalability Models for a Hypergrowth e-Commerce Web Site (2000)
  • Characterization of the Burst Stabilization Protocol for the RR/CICQ Switch (2003 with K. J. Christensen and K. Yoshigoe)
  • Unification of Amdahl's Law, LogP and Other Performance Models for Message-Passing Architectures (2005)
  • Towards Practical Design Rules for Quantum Communications and Quantum Imaging Devices (2005 with G. Beretta)
  • The Virtualization Spectrum from Hyperthreads to GRIDs, Proc. CMG Conf., Reno, Nevada, Dec. (2006)

References edit

  1. ^ Microsoft developer blog comparing Amdahl's law with Gunther's law (2009)
  2. ^ Computer Measurement Group Interview part 1 22 July 2011 at the Wayback Machine and part 2 (2009)
  3. ^ Springer author biography
  4. ^ Oracle performance experts
  5. ^ La Trobe University alumnus profile 7 June 2011 at the Wayback Machine
  6. ^ Interview with John C. Dvorak (1998)
  7. ^ a b D. L. Boiko; Neil J. Gunther; N. Brauer; M. Sergio; C. Niclass; G. Beretta.; E. Charbon (2009). "A Quantum Imager for Intensity Correlated Photons". New Journal of Physics.
  8. ^ Gunther, Neil J. (1982). ""Solitons and Their Role in the Degradation of Modified Silicon-Germanium Alloys" in Proc. IEEE Fourth Int. Conf. on Thermoelectric Energy Conversion" (PDF). IEEE, Volume 82CH1763-2, Pages 89–95.
  9. ^ Gunther, Neil J. (1989). "Path Integral Methods for Computer Performance Analysis". Information Processing Letters. 32: 7–13. doi:10.1016/0020-0190(89)90061-6.
  10. ^ Gunther, Neil J.; Charbon, E.; Boiko, D. L.; Beretta, G. (2006). "Photonic Information Processing Needs Quantum Design Rules". SPIE Online.
  11. ^ E. G. Steward (2004). Fourier Optics: An Introduction. Dover. ISBN 978-0-486-43504-6.
  12. ^ Gunther, Neil J. (1992). "On the Application of Barycentric Coordinates to the Prompt and Visually Efficient Display of Multiprocessor Performance Data" in Proc. VI International Conf. on Modelling Techniques and Tools for Computer Performance Evaluation, Edinburgh, Scotland. Antony Rowe Ltd., Wiltshire, U.K., Pages 67–80. ISBN 978-0-7486-0425-8.
  13. ^ Gunther, Neil J. (1993). ""A Simple Capacity Model for Massively Parallel Transaction Systems" in Proc. CMG Conf., San Diego, California" (PDF). CMG, Pages 1035–1044.
  14. ^ Neil J. Gunther (2008). "A General Theory of Computational Scalability Based on Rational Functions". arXiv:0808.1431v2 [cs.PF].
  15. ^ D. Gross & C. M. Harris (1998). Fundamentals of Queueing Theory. Wiley-Interscience. ISBN 978-0-471-17083-9.
  16. ^ Gunther, Neil J. (2002). "A New Interpretation of Amdahl's Law and Geometric Scalability". arXiv:cs/0210017.

External links edit

  • Performance Dynamics Company(SM)
  • Performance Dynamics on Blogger
  • The Mathematics Genealogy Project
  • OEIS sequence A007814 (Exponent of highest power of 2 dividing n, a.k.a. the binary carry sequence, the ruler sequence, or the 2-adic valuation of n)
  • M.Sc. Thesis at National Library of Australia
  • List of papers on arXiv
  • List of papers on computer performance analysis
  • Dirac Number 2
  • Guerrilla Manifesto
  • PDQ performance modeling software
  • Performance Visualization
  • Neil J. Gunther on LinkedIn

neil, gunther, this, article, contain, excessive, amount, intricate, detail, that, interest, only, particular, audience, please, help, spinning, relocating, relevant, information, removing, excessive, detail, that, against, wikipedia, inclusion, policy, august. This article may contain an excessive amount of intricate detail that may interest only a particular audience Please help by spinning off or relocating any relevant information and removing excessive detail that may be against Wikipedia s inclusion policy August 2020 template removal help Neil Gunther born 15 August 1950 is a computer information systems researcher best known internationally for developing the open source performance modeling software Pretty Damn Quick and developing the Guerrilla approach to computer capacity planning and performance analysis He has also been cited for his contributions to the theory of large transients in computer systems and packet networks and his universal law of computational scalability 1 2 3 4 5 6 Neil James GuntherNeil Gunther at Bletchley Park 2002 A quantum leap is neither Born 1950 08 15 15 August 1950 age 73 Preston Victoria AustraliaAlma materLa Trobe University University of SouthamptonKnown forPerformance analysis Capacity planning tools Theory of large transients Universal scalability lawScientific careerFieldsComputational information systems classical and quantum InstitutionsSan Jose State University Syncal Corporation Xerox Palo Alto Research Center Performance Dynamics Company Founder Ecole Polytechnique Federale de Lausanne EPFL Doctoral advisorTomas M Kalotas Honors Christie J Eliezer Masters David J Wallace Doctorate Gunther is a Senior Member of both the Association for Computing Machinery ACM and the Institute of Electrical and Electronics Engineers IEEE as well as a member of the American Mathematical Society AMS American Physical Society APS Computer Measurement Group CMG and ACM SIGMETRICS He is currently focused on developing quantum information system technologies 7 Contents 1 Biography 1 1 Post Doc years 1 2 Xerox years 1 3 Pyramid years 1 4 Consulting practice 2 Current research interests 2 1 Quantum information systems 2 2 Performance visualization 2 3 Universal Law of Computational Scalability 3 Awards 4 Selected bibliography 4 1 Theses 4 2 Books 4 3 Invited presentations 4 4 Papers 5 References 6 External linksBiography editGunther is an Australian of German and Scots ancestry born in Melbourne on 15 August 1950 He attended Preston East Primary School from 1955 to 1956 and Balwyn North Primary School from 1956 until 1962 For his tenth birthday Gunther received a copy of the now famous book entitled The Golden Book of Chemistry Experiments from an older cousin Inspired by the book he started working on various experiments making use of various chemicals that could be found around in his house After he spilled some potassium permanganate solution on his bedroom carpet his mother confined him to an alcove in the garage which he turned into a small laboratory replete with industrial chemicals and second hand laboratory glassware Gunther was interested in finding out how things like detergents and oils were composed by cracking them in his fractionating column He took particular interest in mixing paints for his art classes as well as his chemistry classes in Balwyn High School His father being the Superintendent of Melbourne s electrical power station borrowed an organic chemistry text from the chemists in the quality control laboratory This ultimately led to an intense interest in synthesizing Azo dyes At around age 14 Gunther attempted to predict the color of azo dyes based on the chromophore auxochrome combination Apart from drawing up empirical tables this effort was largely unsuccessful due to his lack of knowledge of quantum theory Post Doc years edit Gunther taught physics at San Jose State University from 1980 to 1981 He then joined Syncal Corporation a small company contracted by NASA and JPL to develop thermoelectric materials for their deep space missions Gunther was asked to analyze the thermal stability test data from the Voyager RTGs He discovered that the stability of the silicon germanium Si Ge thermoelectric alloy was controlled by a soliton based precipitation mechanism 8 JPL used his work to select the next generation of RTG materials for the Galileo mission launched in 1989 Xerox years edit In 1982 Gunther joined Xerox PARC to develop parametric and functional test software for PARC s small scale VLSI design fabrication line Ultimately he was recruited onto the Dragon multiprocessor workstation project where he also developed the PARCbench multiprocessor benchmark This was his first fore into computer performance analysis 1989 he developed a Wick rotated version of Richard Feynman s quantum path integral formalism for analyzing performance degradation in large scale computer systems and packet networks 9 Pyramid years edit In 1990 Gunther joined Pyramid Technology now part of Fujitsu Siemens Computers where he held positions as senior scientist and manager of the Performance Analysis Group that was responsible for attaining industry high TPC benchmarks on their Unix multiprocessors He also performed simulations for the design of the Reliant RM1000 parallel database server Consulting practice edit Gunther founded Performance Dynamics Company as a sole proprietorship registered in California in 1994 to provide consulting and educational services for the management of high performance computer systems with an emphasis on performance analysis and enterprise wide capacity planning He went on to release and develop his own open source performance modeling software called PDQ Pretty Damn Quick around 1998 That software also accompanied his first textbook on performance analysis entitled The Practical Performance Analyst Several other books have followed since then Current research interests editQuantum information systems edit In 2004 Gunther has embarked on joint research into quantum information systems based on photonics 7 During the course of his research in this area he has developed a theory of photon bifurcation that is currently being tested experimentally at Ecole Polytechnique Federale de Lausanne 10 This represents yet another application of path integral formulation to circumvent the wave particle duality of light In its simplest rendition this theory can be considered as providing the quantum corrections to the Abbe Rayleigh diffraction theory of imaging and the Fourier theory of optical information processing 11 Performance visualization edit Inspired by the work of Tukey Gunther explored ways to help systems analyst visualize performance in a manner similar to that already available in scientific visualization and information visualization In 1991 he developed a tool called Barry which employs barycentric coordinates to visualize sampled CPU usage data on large scale multiprocessor systems 12 More recently he has applied the same 2 simplex barycentric coordinates to visualizing the Apdex application performance metric which is based on categorical response time data A barycentric 3 simplex a tetrahedron that can be swivelled on the computer screen using a mouse has been found useful for visualizing packet network performance data In 2008 he co founded the PerfViz google group Universal Law of Computational Scalability edit The throughput capacity X N of a computational platform is given by X N g N 1 a N 1 b N N 1 displaystyle X N frac gamma N 1 alpha N 1 beta N N 1 nbsp where N represents either the number of physical processors in the hardware configuration or the number of users driving the software application The parameters a displaystyle alpha nbsp b displaystyle beta nbsp and g displaystyle gamma nbsp respectively represent the levels of contention e g queueing for shared resources coherency delay i e latency for data to become consistent and concurrency or effective parallelism in the system The b displaystyle beta nbsp parameter also quantifies the retrograde throughput seen in many stress tests but not accounted for in either Amdahl s law or event based simulations This scalability law was originally developed by Gunther in 1993 while he was employed at Pyramid Technology 13 Since there are no topological dependencies C N can model symmetric multiprocessors multicores clusters and GRID architectures Also because each of the three terms has a definite physical meaning they can be employed as a heuristic to determine where to make performance improvements in hardware platforms or software applications At a more fundamental level the above equation can be derived 14 from the Machine Repairman queueing model 15 Theorem Gunther 2008 The universal scalability law is equivalent to the synchronous queueing bound on throughput in a modified Machine Repairman with state dependent service times The following corollary Gunther 2008 with b 0 displaystyle beta 0 nbsp corresponds to Amdahl s law 16 Theorem Gunther 2002 Amdahl s law for parallel speedup is equivalent to the synchronous queueing bound on throughput in a Machine Repairman model of a multiprocessor Awards editSenior Member ACM elected April 2009 Senior Member IEEE elected February 2009 Recipient of the A A Michelson Award December 2008 Summer Research Institute visitor EPFL 2006 and 2007 Lecturer Western Institute of Computer Science Stanford University 1997 2000 Best paper award CMG conference 1996 Visiting Scholar in Materials Science Stanford University 1981 1982 Science Research Council Studentship U K 1976 1980 Commonwealth Postgraduate Scholarship Australia 1975 1976 Selected bibliography editTheses edit The Feynman Path Integral in Non Relativistic Quantum Mechanics and Quantum Electrodynamics La Trobe University AUS BSc Honors dissertation department of physics October 1974 Dynamical Symmetry Groups The Study and Interpretation of Certain Invariants as Group Generators in Quantum Mechanics La Trobe University AUS MSc dissertation department of applied mathematics November 1976 Broken Dynamical Symmetries in Quantum Field Theory and Phase Transition Phenomena University of Southampton U K PhD dissertation department of physics December 1979 Books edit The Practical Performance Analyst McGraw Hill New York New York 1998 ISBN 0 07 912946 3 Out of print The Practical Performance Analyst iUniverse com Press Lincoln Nebraska 2000 ISBN 0 595 12674 X Reprint edition Performance Engineering State of the Art and Current Trends Lecture Notes in Computer Science Springer VerlagHeidelberg Germany October 2001 ISBN 3 540 42145 9 Contributed chapter Analyzing Computer System Performance with Perl PDQ Springer Heidelberg 2005 ISBN 3 540 20865 8 Guerrilla Capacity Planning Springer Heidelberg 2007 ISBN 3 540 26138 9Invited presentations edit Goldstone Modes in First order Phase Transitions Sixth West Coast Conference on Statistical Mechanics IBM Research Laboratories San Jose June 1980 Instanton Techniques for Queueing Models of Large Computer Systems Getting a Piece of the Action SIAM Conference on Applied Probability in Science and Engineering New Orleans Louisiana March 1990 Numerical Investigations into Physical Power law Models of Internet Traffic Using the Renormalization Group IFORS Conference of Operations Research Societies Honolulu Hawaii 11 15 July 2005 Papers edit Goldstone Modes in Vacuum Decay and First order Phase Transitions Journal of Physics A 13 1755 1767 1980 A Benchmark for Image Retrieval using Distributed Systems over the Internet 2000 with G Beretta Performance and Scalability Models for a Hypergrowth e Commerce Web Site 2000 Characterization of the Burst Stabilization Protocol for the RR CICQ Switch 2003 with K J Christensen and K Yoshigoe Unification of Amdahl s Law LogP and Other Performance Models for Message Passing Architectures 2005 Towards Practical Design Rules for Quantum Communications and Quantum Imaging Devices 2005 with G Beretta The Virtualization Spectrum from Hyperthreads to GRIDs Proc CMG Conf Reno Nevada Dec 2006 References edit Microsoft developer blog comparing Amdahl s law with Gunther s law 2009 Computer Measurement Group Interview part 1 Archived 22 July 2011 at the Wayback Machine and part 2 2009 Springer author biography Oracle performance experts La Trobe University alumnus profile Archived 7 June 2011 at the Wayback Machine Interview with John C Dvorak 1998 a b D L Boiko Neil J Gunther N Brauer M Sergio C Niclass G Beretta E Charbon 2009 A Quantum Imager for Intensity Correlated Photons New Journal of Physics Gunther Neil J 1982 Solitons and Their Role in the Degradation of Modified Silicon Germanium Alloys in Proc IEEE Fourth Int Conf on Thermoelectric Energy Conversion PDF IEEE Volume 82CH1763 2 Pages 89 95 Gunther Neil J 1989 Path Integral Methods for Computer Performance Analysis Information Processing Letters 32 7 13 doi 10 1016 0020 0190 89 90061 6 Gunther Neil J Charbon E Boiko D L Beretta G 2006 Photonic Information Processing Needs Quantum Design Rules SPIE Online E G Steward 2004 Fourier Optics An Introduction Dover ISBN 978 0 486 43504 6 Gunther Neil J 1992 On the Application of Barycentric Coordinates to the Prompt and Visually Efficient Display of Multiprocessor Performance Data in Proc VI International Conf on Modelling Techniques and Tools for Computer Performance Evaluation Edinburgh Scotland Antony Rowe Ltd Wiltshire U K Pages 67 80 ISBN 978 0 7486 0425 8 Gunther Neil J 1993 A Simple Capacity Model for Massively Parallel Transaction Systems in Proc CMG Conf San Diego California PDF CMG Pages 1035 1044 Neil J Gunther 2008 A General Theory of Computational Scalability Based on Rational Functions arXiv 0808 1431v2 cs PF D Gross amp C M Harris 1998 Fundamentals of Queueing Theory Wiley Interscience ISBN 978 0 471 17083 9 Gunther Neil J 2002 A New Interpretation of Amdahl s Law and Geometric Scalability arXiv cs 0210017 External links editPerformance Dynamics Company SM Performance Dynamics on Blogger The Mathematics Genealogy Project OEIS sequence A007814 Exponent of highest power of 2 dividing n a k a the binary carry sequence the ruler sequence or the 2 adic valuation of n M Sc Thesis at National Library of Australia List of papers on arXiv List of papers on computer performance analysis Dirac Number 2 Guerrilla Manifesto PDQ performance modeling software Performance Visualization Neil J Gunther on LinkedIn Retrieved from https en wikipedia org w index php title Neil J Gunther amp oldid 1169683063, wikipedia, wiki, book, books, library,

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