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27 Jan 2023: Graphical models: parameter learning. Zoubin Ghahramani. Gatsby Computational Neuroscience Unit. University College London. ... London WC1N 3AR, England. http://www.gatsby.ucl.ac.uk/zoubin/. zoubin@gatsby.ucl.ac.uk. INTRODUCTION. “Graphical models”

27 Jan 2023: Graphical models: parameter learning. Zoubin Ghahramani. Gatsby Computational Neuroscience Unit. University College London. ... London WC1N 3AR, England. http://www.gatsby.ucl.ac.uk/zoubin/. zoubin@gatsby.ucl.ac.uk. INTRODUCTION. “Graphical models”

27 Jan 2023: Graphical models: parameter learning. Zoubin Ghahramani. Gatsby Computational Neuroscience Unit. University College London. ... London WC1N 3AR, England. http://www.gatsby.ucl.ac.uk/zoubin/. zoubin@gatsby.ucl.ac.uk. INTRODUCTION. “Graphical models”

27 Jan 2023: Carl Edward Rasmussen, Gatsby Computational Neuroscience Unit, UCL. ... Zoubin Ghahramani, Gatsby Computational Neuroscience Unit, UCL. We present an extension to the Mixture of Experts (ME) model, where the individual experts are Gaussian Process (GP)

27 Jan 2023: A Unifying Review of Linear Gaussian Models. Sam Roweis and Zoubin Ghahramani. ... Gatsby Computational Neuroscience Unit. University College London. London, WC1N 3AR, UK.

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 of

27 Jan 2023: Variational Learning for Switching State-Space Models. Zoubin Ghahramani and Geoffrey E. ... Hinton. Gatsby Computational Neuroscience Unit. University College London. London WC1N 3AR, U.K.

27 Jan 2023: Gatsby Computational Neuroscience UnitUniversity College London. 17 Queen Square, London WC1N 3AR, England{zoubin,m.beal}@gatsby.ucl.ac.uk http://www.gatsby.ucl.ac.uk. ... 2] M.J. Beal and Z. Ghahramani. The variational Kalman smoother. Technical

27 Jan 2023: Draft version; accepted for NIPS03. Warped Gaussian Processes. Edward Snelson Carl Edward Rasmussen† Zoubin Ghahramani. ... Gatsby Computational Neuroscience UnitUniversity College London. 17 Queen Square, London WC1N 3AR, UK{snelson,zoubin }@gatsby.ucl

13 Feb 2023: Warped Gaussian Processes. Edward Snelson Carl Edward Rasmussen† Zoubin Ghahramani. Gatsby Computational Neuroscience UnitUniversity College London. ... 17 Queen Square, London WC1N 3AR, UK{snelson,zoubin}@gatsby.ucl.ac.uk. †Max Planck Institute for

13 Feb 2023: Jian Zhang††School of Computer ScienceCargenie Mellon University. Pittsburgh, PA 15213jian.zhang@cs.cmu.edu. Zoubin Ghahramani†‡‡ Gatsby Computational Neuroscience Unit. ... University College LondonLondon WC1N 3AR, UK. zoubin@gatsby.ucl.ac.uk.

27 Jan 2023: Bayesian Classifier Combination. Zoubin Ghahramani and Hyun-Chul Kim. Gatsby Computational Neuroscience UnitUniversity College LondonLondon WC1N 3AR, UK. ... http://www.gatsby.ucl.ac.uk{zoubin,hckim }@gatsby.ucl.ac.uk. September 8, 2003. Abstract.

27 Jan 2023: Zoubin Ghahramani. Gatsby Computational Neuroscience Unit. University College LondonLondon WC1N 3AR, UK. ... zoubin@gatsby.ucl.ac.uk. Yiming Yang. School of Computer ScienceCargenie Mellon University. Pittsburgh, PA 15213yiming@cs.cmu.edu.

13 Feb 2023: The Infinite Hidden Markov Model. Matthew J. Beal Zoubin Ghahramani Carl Edward Rasmussen. ... Gatsby Computational Neuroscience UnitUniversity College London. 17 Queen Square, London WC1N 3AR, Englandhttp://www.gatsby.ucl.ac.uk.

13 Feb 2023: Learning Multiple Related Tasks using LatentIndependent Component Analysis. Jian Zhang†, Zoubin Ghahramani†‡, Yiming Yang†. † ... School of Computer Science ‡ Gatsby Computational Neuroscience UnitCargenie Mellon University University College

13 Feb 2023: WEI CHU & ZOUBIN GHAHRAMANI. Gatsby Computational Neuroscience Unit,University College London,London, WC1N 3AR, UK. ... E-mail: chuwei,zoubin@gatsby.ucl.ac.uk. ROLAND KRAUSE. Max-Planck-Institute for Molecular GeneticsD-10117 Berlin, Germany. E-mail:

27 Jan 2023: Sparse Gaussian Processes using Pseudo-inputs. Edward Snelson Zoubin Ghahramani. Gatsby Computational Neuroscience UnitUniversity College London. ... 17 Queen Square, London WC1N 3AR, UK{snelson,zoubin }@gatsby.ucl.ac.uk. Abstract. We present a new

27 Jan 2023: Rong Jin Zoubin Ghahramani† School of Computer Science †Gatsby Computational Neuroscience Unit Carnegie Mellon University University College London Pittsburgh, PA 15213, USA London WC1N 3AR, UK rong@cs.cmu.edu ... gatsby.ucl.ac.uk.

27 Jan 2023: Learning Multiple Related Tasks using LatentIndependent Component Analysis. Jian Zhang†, Zoubin Ghahramani†‡, Yiming Yang†. † ... School of Computer Science ‡ Gatsby Computational Neuroscience UnitCargenie Mellon University University College

27 Jan 2023: Bayesian Sets. Zoubin Ghahramani and Katherine A. HellerGatsby Computational Neuroscience Unit. ... University College LondonLondon WC1N 3AR, U.K. {zoubin,heller}@gatsby.ucl.ac.uk. Abstract. Inspired by “Google Sets”, we consider the problem of

13 Feb 2023: Nonparametric Transforms of Graph Kernelsfor Semi-Supervised Learning. Xiaojin Zhu † Jaz Kandola‡ Zoubin Ghahramani‡† John Lafferty †. †School of Computer Science ‡Gatsby Computational Neuroscience UnitCarnegie Mellon University

27 Jan 2023: Rosalind W. Picard picard@media.mit.eduMIT Media Laboratory, Cambridge, MA, 02139 USA. Zoubin Ghahramani zoubin@gatsby.ucl.ac.ukGatsby Computational Neuroscience Unit, UCL, 17 Queen Square, London, WC1N 3AR, UK. ... Pérez-Cruzfor useful discussions on

13 Feb 2023: Rosalind W. Picard picard@media.mit.eduMIT Media Laboratory, Cambridge, MA, 02139 USA. Zoubin Ghahramani zoubin@gatsby.ucl.ac.ukGatsby Computational Neuroscience Unit, UCL, 17 Queen Square, London, WC1N 3AR, UK. ... Pérez-Cruzfor useful discussions on

13 Feb 2023: Bayesian Inference for Gaussian Mixed Graph Models. Ricardo Silva. Gatsby Computational Neuroscience UnitUniversity College Londonrbas@gatsby.ucl.ac.uk. ... Zoubin Ghahramani. Department of EngineeringUniversity of Cambridgezoubin@eng.cam.ac.uk. Abstract.

27 Jan 2023: The EM-EP Algorithm forGaussian Process Classification. Hyun-Chul Kim. and Zoubin Ghahramani. ... Gatsby Computational Neuroscience Unit, UCL,London, WC1N 3AR, UK,. hckim,zoubin @gatsby.ucl.ac.uk,http://www.gatsby.ucl.ac.uk. Abstract.

13 Feb 2023: Gatsby Computational Neuroscience Unit. University College London. heller@gatsby.ucl.ac.uk. Zoubin Ghahramani. Department of Engineering. ... Cambridge University. zoubin@eng.cam.ac.uk. Abstract. We present a Bayesian framework for content-based im-.

27 Jan 2023: Gatsby Computational Neuroscience Unit. University College London. heller@gatsby.ucl.ac.uk. Zoubin Ghahramani. Department of Engineering. ... Cambridge University. zoubin@eng.cam.ac.uk. Abstract. We present a Bayesian framework for content-based im-.

13 Feb 2023: Zoubin Ghahramani ZOUBIN@GATSBY.UCL.AC.UKGatsby Computational Neuroscience Unit, University College London17 Queen Square, London WC1N 3AR, UK. ... Neural Computation,11(2):443–482, 1999. [16] Naonori Ueda, Ryohei Nakano, Zoubin Ghabramani, andGeoffrey

27 Jan 2023: Nonparametric Transforms of Graph Kernelsfor Semi-Supervised Learning. Xiaojin Zhu † Jaz Kandola‡ Zoubin Ghahramani‡† John Lafferty †. †School of Computer Science ‡Gatsby Computational Neuroscience UnitCarnegie Mellon University

27 Jan 2023: Bayesian Inference for Gaussian Mixed Graph Models. Ricardo Silva. Gatsby Computational Neuroscience UnitUniversity College Londonrbas@gatsby.ucl.ac.uk. ... Zoubin Ghahramani. Department of EngineeringUniversity of Cambridgezoubin@eng.cam.ac.uk. Abstract.

27 Jan 2023: Bayesian Hierarchical Clustering. Katherine A. Heller heller@gatsby.ucl.ac.uk. Zoubin Ghahramani zoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, University College London17 Queen Square, London, WC1N 3AR, UK. ... The limitations of our

13 Feb 2023: Yee Whye Teh ywteh@gatsby.ucl.ac.ukGatsby Computational Neuroscience Unit, University College London, WC1N 3AR, UK. ... Zoubin Ghahramani zoubin@eng.cam.ac.ukDepartment of Engineering, University of Cambridge, Cambridge CB2 1PZ, UK.

27 Jan 2023: Gatsby Computational Neuroscience Unit1. University College London, UK. Center for Automated Learning and DiscoveryCarnegie Mellon University, USA. ... Gatsby Computational Neuroscience Unit Technical Report GCNU-TR 2005-001. Other. • Müller, P.

13 Feb 2023: A Graphical Model for Protein Secondary Structure Prediction. Wei Chu chuwei@gatsby.ucl.ac.ukZoubin Ghahramani zoubin@gatsby.ucl.ac.uk. ... Gatsby Computational Neuroscience Unit, University College London, London, WC1N 3AR, UK.

27 Jan 2023: A New Approach to Data Driven Clustering. Arik Azran arik@gatsby.ucl.ac.ukGatsby Computational Neuroscience Unit, University College London, WC1N 3AR, UK. ... Zoubin Ghahramani zoubin@eng.cam.ac.ukDepartment of Engineering, University of Cambridge,

27 Jan 2023: A Graphical Model for Protein Secondary Structure Prediction. Wei Chu chuwei@gatsby.ucl.ac.ukZoubin Ghahramani zoubin@gatsby.ucl.ac.ukGatsby Computational Neuroscience Unit, University College London, London, WC1N 3AR, UK. ... L. (2000).Bayesian

27 Jan 2023: Compact approximations to Bayesian predictive distributions. Edward Snelson snelson@gatsby.ucl.ac.ukGatsby Computational Neuroscience Unit, University College London, Queen Square, London WC1N 3AR, UK. ... Zoubin Ghahramani zoubin@gatsby.ucl.ac.ukGatsby

27 Jan 2023: Yee Whye Teh ywteh@gatsby.ucl.ac.ukGatsby Computational Neuroscience Unit, University College London, WC1N 3AR, UK. ... Zoubin Ghahramani zoubin@eng.cam.ac.ukDepartment of Engineering, University of Cambridge, Cambridge CB2 1PZ, UK.

27 Jan 2023: Bayesian Hierarchical Clustering. Katherine A. Heller heller@gatsby.ucl.ac.uk. Zoubin Ghahramani zoubin@gatsby.ucl.ac.uk. Gatsby Computational Neuroscience Unit, UCL, London, WC1N 3AR, UK. ... Gatsby Computa-tional Neuroscience Unit. Kemp, C., Griffiths,

27 Jan 2023: Spectral Methods for Automatic Multiscale Data Clustering. Arik AzranGatsby Computational Neuroscience Unit. ... University College LondonLondon WC1N 3AR, UKarik@gatsby.ucl.ac.uk. Zoubin Ghahramani. Department of EngineeringUniversity of

27 Jan 2023: Preference Learning with Gaussian Processes. Wei Chu chuwei@gatsby.ucl.ac.ukZoubin Ghahramani zoubin@gatsby.ucl.ac.ukGatsby Computational Neuroscience Unit, University College London, London, WC1N 3AR, UK. ... 2004). Gaussian processes forordinal

13 Feb 2023: Gaussian Processes for Ordinal Regression. Wei Chu CHUWEI@GATSBY.UCL.AC.UKZoubin Ghahramani ZOUBIN@GATSBY.UCL.AC.UKGatsby Computational Neuroscience UnitUniversity College LondonLondon, WC1N 3AR, UK. ... P01GM63208. Zoubin Ghahramani was partially

27 Jan 2023: Gaussian Processes for Ordinal Regression. Wei Chu CHUWEI@GATSBY.UCL.AC.UKZoubin Ghahramani ZOUBIN@GATSBY.UCL.AC.UKGatsby Computational Neuroscience UnitUniversity College LondonLondon, WC1N 3AR, UK. ... P01GM63208. Zoubin Ghahramani was partially

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 of

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 of

27 Jan 2023: AUGUST 2005 1. A note on the evidence and Bayesian Occam’s razorIain Murray Zoubin Ghahramani. ... Gatsby Computational Neuroscience UnitUniversity College London. http://www.gatsby.ucl.ac.uk/. {i.murray,zoubin }@gatsby.ucl.ac.uk. Gatsby Unit Technical

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 unsupervisedlearning

13 Feb 2023: Learning Nonlinear Dynamical Systems. using an EM Algorithm. Zoubin Ghahramani and Sam T. ... Roweis. Gatsby Computational Neuroscience UnitUniversity College LondonLondon WC1N 3AR, U.K. http://www.gatsby.ucl.ac.uk/.

13 Feb 2023: NTT Communication Science Laboratories Hikaridai, Seika-cho, Soraku-gun, Kyoto 619-0237 Japan. Zoubin Ghahramani Geoffrey E. ... Hinton zoubin@gatsby.uc1. ac.uk g.hinton@ucl.ac.uk. Gatsby Computational Neuroscience Unit, University College London 17

27 Jan 2023: Variational Inference for BayesianMixtures of Factor Analysers. Zoubin Ghahramani and Matthew J. ... Beal. Gatsby Computational Neuroscience UnitUniversity College London. 17 Queen Square, London WC1N 3AR, England{zoubin,m.beal}@gatsby.ucl.ac.uk