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  2. Sensorimotor Control and Robotics

    https://mlg.eng.cam.ac.uk/zoubin/motor.html
    27 Jan 2023: Current Psychology of Cognition 21 (4-5): 537-564. Wolpert DM, Ghahramani Z, Flanagan JR (2001).
  3. 27 Jan 2023: Cognitive Systems Engineering is a highly interdisciplinary field, drawing from disciplines as diverse as computer science, statistics, neuroscience, engineering, and psychology.
  4. 3F3: Signal and Pattern Processing Lecture 1: Introduction to ...

    https://mlg.eng.cam.ac.uk/teaching/3f3/1011/lect1.pdf
    19 Nov 2023: Cognitive Science and Psychology: perception, movement control, reinforcementlearning, mathematical psychology, computational linguistics,. •
  5. Zoubin Ghahramani Papers Available

    https://mlg.eng.cam.ac.uk/zoubin/papers.html
    27 Jan 2023: Current Psychology of Cognition 21 (4-5): 537-564. Ghahramani, Z. and Beal, M.J.
  6. - 4F13: Machine Learning

    https://mlg.eng.cam.ac.uk/teaching/4f13/1011/lect01.pdf
    19 Nov 2023: Using ideas from: Statistics, Computer Science, Engineering, AppliedMathematics, Cognitive Science, Psychology, Computational Neuroscience,Economics. •
  7. 10 | UNIVERSITY OF CAMBRIDGE NEWSLETTER | FEBRUARY / ...

    https://mlg.eng.cam.ac.uk/zoubin/misc/KarstenMalariaNewsletter.pdf
    27 Jan 2023: New research by Dr Luke Clarke at the Department of Experimental Psychology argues that near-misses, where the gambler narrowly misses out on the jackpot, may provide part of the answer.
  8. 4F13: Machine Learning Lectures 1-2: Introduction to Machine Learning …

    https://mlg.eng.cam.ac.uk/zoubin/ml06/lect1-2.pdf
    27 Jan 2023: Using ideas from: Statistics, Computer Science, Engineering, Applied Mathematics,Cognitive Science, Psychology, Computational Neuroscience, Economics. •
  9. - 4F13: Machine Learning

    https://mlg.eng.cam.ac.uk/teaching/4f13/0910/lect01.pdf
    19 Nov 2023: Using ideas from: Statistics, Computer Science, Engineering, AppliedMathematics, Cognitive Science, Psychology, Computational Neuroscience,Economics. •
  10. 13 Feb 2023: Publications, Machine Learning Group, Department of Engineering, Cambridge. current group:. [former members:. [by year:. [2022. James Urquhart Allingham, Florian Wenzel, Zelda E Mariet, Basil Mustafa, Joan Puigcerver, Neil Houlsby, Ghassen Jerfel,
  11. ~~~::'-"-~ ;~~ Cahiers de Psychologie Cognitive/~ Current…

    https://mlg.eng.cam.ac.uk/zoubin/papers/KorGhaCPC.pdf
    27 Jan 2023: '-"-. ; Cahiers de Psychologie Cognitive/ Current Psychology of Cognition:;i; 2002, 21 (4-5), 537-564. ,'.
  12. analogy-aistats2007.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/SilHelGha07a.pdf
    13 Feb 2023: There is a large literature on analogical reasoning in ar-tificial intelligence and psychology.
  13. Bayesian and L1 Approaches for Sparse Unsupervised Learning Shakir ...

    https://mlg.eng.cam.ac.uk/pub/pdf/MohHelGha12.pdf
    13 Feb 2023: prior. We have also demonstrated ourmethods in diverse applications including text mod-elling, image coding and psychology showing the flex-ibility of the sparse models developed.
  14. Unsupervised and Constrained Dirichlet Process Mixture Models for…

    https://mlg.eng.cam.ac.uk/pub/pdf/VlaKorGha09.pdf
    13 Feb 2023: Lee. 2006. Modeling individual dif-ferences using dirichlet processes. Journal of Math-ematical Psychology, 50(2):101–122, April.
  15. The Supervised IBP: Neighbourhood PreservingInfinite Latent Feature…

    https://mlg.eng.cam.ac.uk/pub/pdf/QuaShaKnoGha13.pdf
    13 Feb 2023: 2006) and is based on a standard Res-tle’s choice model in psychology (Restle, 1961). ... Psychology of judgment and choice: Atheoretical essay. John Wiley & Sons, 1961.
  16. TCS November 2001, 2nd pages.qxd

    https://mlg.eng.cam.ac.uk/zoubin/papers/WolGhaFla01.pdf
    27 Jan 2023: Randall FlanaganDept of Psychology,Queen’s University,Kingston, Ontario,Canada K7L 3N6. From the motor chauvinist’s point of view the entirepurpose of the human brain is to produce movement.Movement
  17. Machine Learning Group Publications

    https://mlg.eng.cam.ac.uk/pub/topics/
    13 Feb 2023: Publications, Machine Learning Group, Department of Engineering, Cambridge. current group:. [former members:. [by year:. [Gaussian Processes and Kernel Methods. Gaussian processes are non-parametric distributions useful for doing Bayesian inference
  18. paper.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/GhaGriSol06.pdf
    27 Jan 2023: Griffiths is inthe Psychology Department, University of California at Berkeley; Peter Sollich is in theDepartment of Mathematics, King’s College London. ... Models ofchoice behavior are of interest to psychology, marketing, decision theory, and
  19. 27 Jan 2023: Honorary Lecturer, Sep 1998–Jan 2006Department of Computer Science and Department of Psychology, University College London, UK. ... Department of Experimental Psychology, University of Sussex, UK. ATR Human Information Processing Research Laboratories,
  20. analogy-aistats2007.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/analogy-aistats2007.pdf
    27 Jan 2023: There is a large literature on analogical reasoning in ar-tificial intelligence and psychology.
  21. Generalization to Local Remappings of the VisuomotorCoordinate…

    https://mlg.eng.cam.ac.uk/zoubin/papers/genJN.pdf
    27 Jan 2023: Generalization to Local Remappings of the VisuomotorCoordinate Transformation. Zoubin Ghahramani,1 Daniel M. Wolpert,2 and Michael I. Jordan1. 1Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge,
  22. Proc. Valencia / ISBA 8th World Meeting on Bayesian ...

    https://mlg.eng.cam.ac.uk/pub/pdf/GhaGriSol07.pdf
    13 Feb 2023: Griffiths is inthe Psychology Department, University of California at Berkeley; Peter Sollich is in theDepartment of Mathematics, King’s College London. ... Models ofchoice behavior are of interest to psychology, marketing, decision theory, and
  23. - 4F13: Machine Learning

    https://mlg.eng.cam.ac.uk/teaching/4f13/0809/lect01.pdf
    19 Nov 2023: Using ideas from: Statistics, Computer Science, Engineering, AppliedMathematics, Cognitive Science, Psychology, Computational Neuroscience,Economics. •
  24. griffiths11a.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/GriGha11.pdf
    13 Feb 2023: Journal of Machine Learning Research 12 (2011) 1185-1224 Submitted 3/10; Revised 3/11; Published 4/11. The Indian Buffet Process: An Introduction and Review. Thomas L. Griffiths TOM GRIFFITHS@BERKELEY.EDUDepartment of PsychologyUniversity of
  25. coverage.eps

    https://mlg.eng.cam.ac.uk/pub/pdf/SilHelGhaetal10.pdf
    13 Feb 2023: Submitted to the Annals of Applied StatisticsarXiv: stat.ME/0904.xxxx. RANKING RELATIONS USING ANALOGIES. IN BIOLOGICAL AND INFORMATION NETWORKS. By Ricardo Silva†, Katherine Heller‡,. Zoubin Ghahramani‡ and Edoardo M. Airoldi. University
  26. LNAI 3176 - Unsupervised Learning

    https://mlg.eng.cam.ac.uk/pub/pdf/Gha03a.pdf
    13 Feb 2023: Unsupervised Learning. Zoubin Ghahramani. Gatsby Computational Neuroscience Unit, University College London, UKzoubin@gatsby.ucl.ac.uk. http://www.gatsby.ucl.ac.uk/zoubin. Abstract. We give a tutorial and overview of the field of
  27. 27 Jan 2023: Unsupervised Learning. Zoubin Ghahramani†. Gatsby Computational Neuroscience UnitUniversity College London, UKzoubin@gatsby.ucl.ac.uk. http://www.gatsby.ucl.ac.uk/zoubin. September 16, 2004. Abstract. We give a tutorial and overview of the field
  28. Unsupervised Learning∗ Zoubin Ghahramani† Gatsby Computational…

    https://mlg.eng.cam.ac.uk/zoubin/course05/ul.pdf
    27 Jan 2023: Unsupervised Learning. Zoubin Ghahramani†. Gatsby Computational Neuroscience UnitUniversity College London, UKzoubin@gatsby.ucl.ac.uk. http://www.gatsby.ucl.ac.uk/zoubin. September 16, 2004. Abstract. We give a tutorial and overview of the field
  29. - 4F13: Machine Learning

    https://mlg.eng.cam.ac.uk/teaching/4f13/0708/lect01.pdf
    19 Nov 2023: Using ideas from: Statistics, Computer Science, Engineering, AppliedMathematics, Cognitive Science, Psychology, Computational Neuroscience,Economics. •
  30. Computational structure of coordinatetransformations: A…

    https://mlg.eng.cam.ac.uk/zoubin/papers/coord.pdf
    27 Jan 2023: of Experimental Psychology: Human Perception and Performance, 15(2):232{248.Georgopoulos, A. (1990). Neurophysiology of reaching. ... of Experimental Psychology, 72:640{648.Howard, I. (1982). Human visual orientation. Wiley, Chichester, England.Jacobs, R.
  31. 4F13: Machine Learning Lectures 12-14: Reinforcement Learning Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/ml06/lect12-14.pdf
    27 Jan 2023: a = argminai. mj=1. ij p(sj|D,B). Bayesian sequential decision theory (statistics)Optimal control theory (engineering)Reinforcement learning (computer science / psychology).
  32. - 4F13: Machine Learning

    https://mlg.eng.cam.ac.uk/teaching/4f13/1011/lect1214.pdf
    19 Nov 2023: maximize utility):. a = argminai. mj=1. ij p(sj|D, B). Bayesian sequential decision theory (statistics)Optimal control theory (engineering)Reinforcement learning (computer science / psychology).
  33. Unsupervised Learning∗ Zoubin Ghahramani† Gatsby Computational…

    https://mlg.eng.cam.ac.uk/zoubin/course04/ul.pdf
    27 Jan 2023: Unsupervised Learning. Zoubin Ghahramani†. Gatsby Computational Neuroscience UnitUniversity College London, UKzoubin@gatsby.ucl.ac.uk. http://www.gatsby.ucl.ac.uk/zoubin. September 16, 2004. Abstract. We give a tutorial and overview of the field
  34. Computation and Psychophysics ofSensorimotor IntegrationbyZoubin…

    https://mlg.eng.cam.ac.uk/zoubin/papers/thesis.pdf
    27 Jan 2023: Computation and Psychophysics ofSensorimotor IntegrationbyZoubin GhahramaniB.S.E., Computer Science, University of Pennsylvania (1990)B.A., Cognitive Science, University of Pennsylvania (1990)Submitted to the Department of Brain and Cognitive
  35. 13 Feb 2023: Generalizing Wright’s approach,many scientific fields such as psychology, social sciences and econometrics use linear mixed graphmodels under the name ofstructural equation models(Bollen, 1989).
  36. 13 Feb 2023: psychology,computational biology, geography and political science.
  37. 13 Feb 2023: The Indian Buffet Process:. Scalable Inference and Extensions. Finale Doshi-Velez. A Thesis. Presented to the Fellowship of. The University of Cambridge. in Candidacy for the Degree of. Master of Science. Department of Engineering. Zoubin Ghahramani,
  38. - 4F13: Machine Learning

    https://mlg.eng.cam.ac.uk/teaching/4f13/0910/lect14.pdf
    19 Nov 2023: maximize utility):. a = argminai. mj=1. ij p(sj|D, B). Bayesian sequential decision theory (statistics)Optimal control theory (engineering)Reinforcement learning (computer science / psychology).
  39. fit-epinions-svec.eps

    https://mlg.eng.cam.ac.uk/pub/pdf/LesChaKleetal10.pdf
    13 Feb 2023: Journal of Machine Learning Research 11 (2010) 985-1042 Submitted 12/08; Revised 8/09; Published 2/10. Kronecker Graphs: An Approach to Modeling Networks. Jure Leskovec JURE@CS.STANFORD.EDUComputer Science DepartmentStanford UniversityStanford, CA
  40. - 4F13: Machine Learning

    https://mlg.eng.cam.ac.uk/teaching/4f13/0809/lect13.pdf
    19 Nov 2023: maximize utility):. a = argminai. mj=1. ij p(sj|D, B). Bayesian sequential decision theory (statistics)Optimal control theory (engineering)Reinforcement learning (computer science / psychology).
  41. - 4F13: Machine Learning

    https://mlg.eng.cam.ac.uk/teaching/4f13/0708/lect13.pdf
    19 Nov 2023: maximize utility):. a = argminai. mj=1. ij p(sj|D, B). Bayesian sequential decision theory (statistics)Optimal control theory (engineering)Reinforcement learning (computer science / psychology).
  42. paperftp.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/modul.pdf
    27 Jan 2023: of Exper-imental Psychology 72, 640{648 (1966).[11] Shelhamer, M., Robinson, D. A., and Tan,H. ... Internalrepresentations of the motor apparatus: Implicationsfrom generalization in visuomotor learning. Journalof Experimental Psychology: Human Perception
  43. Unsupervised Learning Week 1: Introduction, Statistical Basics,and a…

    https://mlg.eng.cam.ac.uk/zoubin/course05/lect1.pdf
    27 Jan 2023: Psychology: perception, movement control, reinforcement learning, mathematicalpsychology. • Computational Neuroscience: neuronal networks, neural information processing.
  44. Active learning for constrained Dirichlet process mixture models…

    https://mlg.eng.cam.ac.uk/pub/pdf/VlaGhaBri10.pdf
    13 Feb 2023: Lee. 2006. Modeling individual dif-ferences using Dirichlet processes. Journal of Math-ematical Psychology, 50(2):101–122, April.
  45. Split and Merge EM Algorithm for Improving Gaussian Mixture Density…

    https://mlg.eng.cam.ac.uk/pub/pdf/UedNakGha00b.pdf
    13 Feb 2023: He is currently a Lecturer atthe Gatsby Computational Neuroscience Unit at University CollegeLondon, with cross-appointments in the Departments of ComputerScience and Psychology. ... Geoffrey Hinton received his BA in experimental psychology
  46. 13 Feb 2023: Keywords: sequential decision-making; reinforcement learn-ing; computational models; machine learning. The ability of humans to make sequential decisions underuncertainty has been widely studied in psychology and neu-roscience. ... Gureckis, T. M., & Love
  47. A Choice Model with Infinitely Many Latent Features Dilan ...

    https://mlg.eng.cam.ac.uk/pub/pdf/GoeJaeRas06.pdf
    13 Feb 2023: 5. Discussion. EBA is a choice model which has correspondencesto several models in economics and psychology. ... Restle, F. (1961). Psychology of judgment and choice:A theoretical essay. John Wiley & Sons.
  48. Mind Reading by Machine Learning

    https://mlg.eng.cam.ac.uk/pub/pdf/HusNopLen10.pdf
    13 Feb 2023: well to thebinary decision tasks considered here (and used exten-sively in experimental psychology), because the linearprogramming problem that needs to be solved becomesseriously under-constrained.
  49. Cambridge Machine Learning Group Publications

    https://mlg.eng.cam.ac.uk/pub/authors/
    13 Feb 2023: Publications, Machine Learning Group, Department of Engineering, Cambridge. current group:. [former members:. [by year:. [Tameem Adel. George Nicholson, Marta Blangiardo, Mark Briers, Peter J Diggle, Tor Erlend Fjelde, Hong Ge, Robert J B Goudie,

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