Videolectures category: Gaussian Processes

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Lectures


[syn] 5385 views, 01:00:47

Gaussian Process Basics

David MacKay


[syn] 2843 views, 00:42:43

A Tutorial Introduction to Stochastic Differential Equations: Continuous-time Gaussian Markov Processes

Chris Williams

9 comments


[syn] 1236 views, 05:02:32

Bayesian inference and Gaussian processes

Carl Edward Rasmussen

3 comments

best paper
[syn] 884 views, 00:23:17

Best Paper - Information-Theoretic Metric Learning

Brian Kulis

[syn] 738 views, 04:22:56

Gaussian Processes

Carl Edward Rasmussen

2 comments

492 views, 02:01:50

The EM algorithm and Mixtures of Gaussians

Joaquin Quiñonero Candela

4 comments

452 views, 00:03:14

Gaussian Processes for Monocular 3D People tracking

Raquel Urtasun


[syn] 394 views, 03:07:33

Kernels and Gaussian Processes

Mark Girolami

345 views, 01:00:33

Interpreting Covariance Functions & Classification

Carl Edward Rasmussen

181 views, 00:26:02

Learning Human Pose and Motion Models for Animation

Aaron Hertzmann

177 views, 00:53:45

Probabilistic Non-Linear Principal Component Analysis with Gaussian Process Latent Variables

Neil Lawrence


[syn] 177 views, 02:10:19

Learning with Gaussian Processes

Carl Edward Rasmussen

1 comment

176 views, 00:11:30

Hierarchical Gaussian Naive Bayes Classifier for Multiple-Subject fMRI Data

Indrayana Rustandi


[syn] 157 views, 00:52:40

The Gaussian Variational Approximation of Stochastic Differential Equations

Manfred Opper

[syn] 145 views, 00:32:10

Bayesian Data Fusion with Gaussian Process Priors : An Application to Protein Fold Recognition

Mark Girolami

142 views, 01:00:36

Eigenfunctions & Approximation Methods

Chris Williams

134 views, 00:23:50

Gaussian Process Approximations of Stochastic Differential Equations

Cedric Archambeau

116 views, 00:33:48

Wifi Localization with Gaussian Processes

Brian Ferris

114 views, 00:03:31

Gaussian Processes for Principal Component Analysis

Colin Fyfe

[syn] 102 views, 00:26:52

A Gaussian Approximation for Stochastic Nonlinear Dynamical Processes with Annihilation

Wim Wiegerinck

100 views, 00:06:46

How to choose the covariance for Gaussian process regression independently of the basis

Matthias O. Franz

[syn] 84 views, 00:36:10

Regularization of Kernel Methods by Decreasing the Bandwidth of the Gaussian Kernel

Jean-Philippe Vert

[syn] 83 views, 00:19:36

Improved Fast Gauss Transform

Vikas Raykar

77 views, 00:29:56

Analysing Gene Expression Data Using Gaussian Processes

Lorenz Wernisch

73 views, 00:05:03

Gaussian Processes for Active Sensor Management

Alexander N. Dolia

[syn] 70 views, 00:36:17

Inferring Latent Functions with Gaussian Processes in Differential Equations

Neil Lawrence

[syn] 68 views, 00:22:54

Modelling Transcriptional Regulation with Gaussian Processes

Neil Lawrence

[syn] 68 views, 00:34:02

Gaussian Process Implicit Surfaces

Oliver Williams

[syn] 66 views, 00:15:09

Extensions of Gaussian Processes for Ranking: Semi-Supervised and Active Learning

Wei Chu

64 views, 00:14:59

Dimensionality Reduction in Gaussian Process Models

Lehel Csato

58 views, 00:11:11

Impromptu session

Ohad Shamir

53 views, 00:33:07

Flexible and efficient Gaussian process models

Edward Snelson

[syn] 53 views, 03:10:51

MarkusSparse Grid Methods

Markus Hegland

[syn] 51 views, 00:18:16

The Empirical Bayes Estimation of an Instantaneous Spike Rate with a Gaussian Process Prior

Shinsuke Koyama

50 views, 00:35:29

Learning to Control an Octopus Arm with Gaussian Process Temporal Difference Methods

Yaakov Engel

[syn] 49 views, 00:43:52

Linear Projections and Gaussian Process Reconstructions

Joaquin Quiñonero Candela

47 views, 00:24:49

Near-Optimal Sensor Placements in Gaussian Processes

Carlos Guestrin

43 views, 00:26:32

Gaussian Process Model for Inferring the Regulatory Activity of Transcription Factor Proteins

Guido Sanguinetti

39 views, 00:03:51

Gaussian Processes for Prediction in Intensive Care

Fabian Guiza

36 views, 00:05:51

Sparse Log Gaussian Processes via MCMC for Spatial Epidemiology

Jarno Vanhatalo

32 views, 00:05:16

An Exchanging-based Refinement to Sparse Gaussian Process Regression

Ping Sun

1 comment

24 views, 00:25:35

In search of Non-Gaussian Components of a High-Dimensional Distribution

Motoaki Kawanabe

18 views, 00:37:26

Probabilistic user interfaces

Roderick Murray-Smith