Gaussian Processes in Practice Workshop, Bletchley Park 2006

Gaussian Processes in Practice Workshop, Bletchley Park 2006

21 Videos · Jun 11, 2006

About

There has been a recent upsurge in interest in Gaussian processes for solving a variety of machine learning problems. Simultaneously there have been recent rapid developments in efficient approximation techniques for Gaussian processes and novel unifying theories of existing approximation techniques. This workshop will bring experts in Gaussian processes together with individuals who are using Gaussian processes at the forefront of research in their fields. We will start with a set of talks that will relate the latest developments in Gaussian processes (speakers include Chris Williams, Carl Rasmussen, David MacKay and Ed Snelson) while the second portion of talks will discuss application fields where Gaussian processes are being applied as state-of-the-art technologies: Robotics, Graphics and Vision (speakers include Brian Ferris, Aaron Hertzmann and Raquel Urtasun).

Detailed information can be found at the Workshop website.

Videos

Lectures

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33:46

Wifi Localization with Gaussian Processes

Brian Ferris

Feb 25, 2007

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6667 views

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35:29

Learning to Control an Octopus Arm with Gaussian Process Temporal Difference Met...

Yaakov Engel

Feb 25, 2007

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5515 views

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33:07

Flexible and efficient Gaussian process models

Edward Snelson

Feb 25, 2007

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4890 views

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34:02

Gaussian Process Implicit Surfaces

Oliver Williams

Feb 25, 2007

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6286 views

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06:06

Learning RoboCup-Keepaway with Kernels

Tobias Jung

Feb 25, 2007

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4747 views

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35:57

Gaussian Processes for Monocular 3D People tracking

Raquel Urtasun

Feb 25, 2007

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18170 views

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05:13

An Exchanging-based Refinement to Sparse Gaussian Process Regression

Ping Sun

Feb 25, 2007

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4422 views

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01:00:45

Gaussian Process Basics

David MacKay

Feb 25, 2007

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212773 views

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01:00:36

Eigenfunctions & Approximation Methods

Chris Williams

Feb 25, 2007

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5432 views

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29:56

Analysing Gene Expression Data Using Gaussian Processes

Lorenz Wernisch

Feb 25, 2007

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5238 views

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06:46

How to choose the covariance for Gaussian process regression independently of th...

Matthias O. Franz

Feb 25, 2007

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6082 views

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05:52

Sparse Log Gaussian Processes via MCMC for Spatial Epidemiology

Jarno Vanhatalo

Feb 25, 2007

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4833 views

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32:59

Minimum Likelihood Image Feature and Scale Detection Based on the Brownian Image...

Kim S. Pedersen

Feb 25, 2007

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3405 views

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01:00:29

Interpreting Covariance Functions & Classification

Carl Edward Rasmussen

Feb 25, 2007

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11468 views

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03:31

Gaussian Processes for Principal Component Analysis

Colin Fyfe

Feb 25, 2007

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6979 views

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03:51

Gaussian Processes for Prediction in Intensive Care

Fabian Guiza

Feb 25, 2007

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4364 views

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05:03

Gaussian Processes for Active Sensor Management

Alexander N. Dolia

Feb 25, 2007

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4576 views

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26:02

Learning Human Pose and Motion Models for Animation

Aaron Hertzmann

Feb 25, 2007

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7505 views

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26:32

Gaussian Process Model for Inferring the Regulatory Activity of Transcription Fa...

Guido Sanguinetti

Feb 25, 2007

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4631 views

Debates

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22:53

Discussion Panel I

Feb 25, 2007

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3040 views

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44:20

Discussion Panel II

Feb 25, 2007

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2798 views