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calendar icon Jun 11, 2006 videos icon 21 videos
Gaussian Processes in Practice Workshop, Bletchley Park 2006

Gaussian Processes in Practice Workshop, Bletchley Park 2006

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.

Lectures

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33:46

Wifi Localization with Gaussian Processes

Brian Ferris

calendar icon Feb 25, 2007 6685 views

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35:29

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

Yaakov Engel

calendar icon Feb 25, 2007 5526 views

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33:07

Flexible and efficient Gaussian process models

Edward Snelson

calendar icon Feb 25, 2007 4901 views

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34:02

Gaussian Process Implicit Surfaces

Oliver Williams

calendar icon Feb 25, 2007 6321 views

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06:06

Learning RoboCup-Keepaway with Kernels

Tobias Jung

calendar icon Feb 25, 2007 4755 views

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35:57

Gaussian Processes for Monocular 3D People tracking

Raquel Urtasun

calendar icon Feb 25, 2007 18190 views

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05:13

An Exchanging-based Refinement to Sparse Gaussian Process Regression

Ping Sun

calendar icon Feb 25, 2007 4429 views

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01:00:45

Gaussian Process Basics

David MacKay

calendar icon Feb 25, 2007 213667 views

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01:00:36

Eigenfunctions & Approximation Methods

Chris Williams

calendar icon Feb 25, 2007 5447 views

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29:56

Analysing Gene Expression Data Using Gaussian Processes

Lorenz Wernisch

calendar icon Feb 25, 2007 5246 views

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06:46

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

Matthias O. Franz

calendar icon Feb 25, 2007 6097 views

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05:52

Sparse Log Gaussian Processes via MCMC for Spatial Epidemiology

Jarno Vanhatalo

calendar icon Feb 25, 2007 4841 views

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32:59

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

Kim S. Pedersen

calendar icon Feb 25, 2007 3412 views

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01:00:29

Interpreting Covariance Functions & Classification

Carl Edward Rasmussen

calendar icon Feb 25, 2007 11480 views

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03:31

Gaussian Processes for Principal Component Analysis

Colin Fyfe

calendar icon Feb 25, 2007 6989 views

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03:51

Gaussian Processes for Prediction in Intensive Care

Fabian Guiza

calendar icon Feb 25, 2007 4376 views

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05:03

Gaussian Processes for Active Sensor Management

Alexander N. Dolia

calendar icon Feb 25, 2007 4581 views

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26:02

Learning Human Pose and Motion Models for Animation

Aaron Hertzmann

calendar icon Feb 25, 2007 7514 views

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26:32

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

Guido Sanguinetti

calendar icon Feb 25, 2007 4639 views

Debates

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22:53

Discussion Panel I

calendar icon Feb 25, 2007 3051 views

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44:20

Discussion Panel II

calendar icon Feb 25, 2007 2808 views

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