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  2. Paper Abstracts

    https://mlg.eng.cam.ac.uk/zoubin/papers/abstracts.html
    27 Jan 2023: Gatsby Computational Neuroscience Unit. ... show that variational bounds substantially outperform BIC in finding the correct model structure at relatively little computational cost, while approaching the performance of the much more costly AIS procedure.
  3. talk.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/nips00w.pdf
    27 Jan 2023: Online Variational Bayesian Learning. Zoubin GhahramaniGatsby Computational Neuroscience Unit. University College London. ... December 2000. http://www.gatsby.ucl.ac.uk/. Theoretical Results. Theorem 1 Given an iid data set y = (y1; : : : yn), if
  4. Unsupervised Learning A Belief Propagation Demo Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/fluffy.pdf
    27 Jan 2023: Unsupervised Learning. A Belief Propagation Demo. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  5. Unsupervised Learning A Belief Propagation Demo Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/fluffy.pdf
    27 Jan 2023: Unsupervised Learning. A Belief Propagation Demo. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  6. Unsupervised Learning Propagation on Factor Graphs Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/factorprop.pdf
    27 Jan 2023: Unsupervised Learning. Propagation on Factor Graphs. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  7. Unsupervised Learning Lecture 6: Hierarchical and Nonlinear Models…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect6hier.pdf
    27 Jan 2023: Unsupervised Learning. Lecture 6: Hierarchical and Nonlinear Models. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. ... http://www.gatsby.ucl.ac.uk/zoubin/papers/fhmm
  8. Unsupervised Learning Sampling andMarkov Chain Monte Carlo Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course05/lect7mcmc.pdf
    27 Jan 2023: Unsupervised Learning. Sampling andMarkov Chain Monte Carlo. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  9. Unsupervised Learning Sampling andMarkov Chain Monte Carlo Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect7mcmc.pdf
    27 Jan 2023: Unsupervised Learning. Sampling andMarkov Chain Monte Carlo. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  10. Unsupervised Learning Variational Approximations Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect7var.pdf
    27 Jan 2023: Unsupervised Learning. Variational Approximations. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. ... In Adv Neur Info ProcSyst 7. Available at:
  11. Unsupervised Learning The EM Algorithm Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect3.pdf
    27 Jan 2023: Unsupervised Learning. The EM Algorithm. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. ... 2000) Linear models. class
  12. Unsupervised Learning Week 1: Introduction, Statistical Basics, and a …

    https://mlg.eng.cam.ac.uk/zoubin/course03/lect1.pdf
    27 Jan 2023: Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. ... Cross entropy error:. i yi log piMultinomial noise assumption, y is discrete (binary unit vector).
  13. Unsupervised Learning Bayesian Model Selection Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/lect9ms.pdf
    27 Jan 2023: Unsupervised Learning. Bayesian Model Selection. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  14. Unsupervised Learning Graphical Models Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect5gm.pdf
    27 Jan 2023: Unsupervised Learning. Graphical Models. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  15. Unsupervised Learning Graphical Models Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course03/lect5gm.pdf
    27 Jan 2023: Unsupervised Learning. Graphical Models. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  16. Unsupervised Learning Bayesian Model Comparison Zoubin…

    https://mlg.eng.cam.ac.uk/zoubin/course05/lect9ms.pdf
    27 Jan 2023: Unsupervised Learning. Bayesian Model Comparison. Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science.
  17. 13 Feb 2023: σ2 ; a, b. ). We define two variants based on the prior for xkt: infinite sparse FactorAnalysis (isFA) has a unit Gaussian prior; infinite Independent ComponentsAnalysis (iICA) has a Laplacian(1) prior. ... Technical Report 1, Gatsby Computational
  18. Nested sampling for Potts models

    https://mlg.eng.cam.ac.uk/pub/pdf/MurMacGha05a.pdf
    13 Feb 2023: Nested sampling for Potts models. Iain MurrayGatsby Computational Neuroscience Unit. University College Londoni.murray@gatsby.ucl.ac.uk. ... David J.C. MacKayCavendish Laboratory. University of Cambridgemackay@mrao.cam.ac.uk. Zoubin GhahramaniGatsby
  19. Unsupervised Learning Week 1: Introduction, Statistical Basics,and a…

    https://mlg.eng.cam.ac.uk/zoubin/course04/lect1.pdf
    27 Jan 2023: Zoubin Ghahramanizoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, andMSc in Intelligent Systems, Dept Computer Science. ... Cross entropy error:i yi log pi. Multinomial noise assumption, y is discrete (binary unit vector).
  20. Occam’s Razor Carl Edward RasmussenDepartment of Mathematical…

    https://mlg.eng.cam.ac.uk/pub/pdf/RasGha01.pdf
    13 Feb 2023: carl@imm.dtu.dk http://bayes.imm.dtu.dk. Zoubin GhahramaniGatsby Computational Neuroscience Unit. University College London17 Queen Square, London WC1N 3AR, England. ... zoubin@gatsby.ucl.ac.uk http://www.gatsby.ucl.ac.uk. Abstract. The Bayesian paradigm
  21. mfdt.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/AdaStoWil00a.pdf
    13 Feb 2023: Amos J StorkeyDivision of Informatics. University of Edinburgh,UKa.storkey@ed.ac.uk. Zoubin GhahramaniGatsby Computational Neuroscience Unit. ... This was achieved with a considerablesaving in computational effort and comes close to makingreal time

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