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

video-img
33:46

Wifi Localization with Gaussian Processes

Brian Ferris

Feb 25, 2007

 · 

6654 views

video-img
35:29

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

Yaakov Engel

Feb 25, 2007

 · 

5506 views

video-img
33:07

Flexible and efficient Gaussian process models

Edward Snelson

Feb 25, 2007

 · 

4861 views

video-img
34:02

Gaussian Process Implicit Surfaces

Oliver Williams

Feb 25, 2007

 · 

6271 views

video-img
06:06

Learning RoboCup-Keepaway with Kernels

Tobias Jung

Feb 25, 2007

 · 

4728 views

video-img
35:57

Gaussian Processes for Monocular 3D People tracking

Raquel Urtasun

Feb 25, 2007

 · 

18123 views

video-img
05:13

An Exchanging-based Refinement to Sparse Gaussian Process Regression

Ping Sun

Feb 25, 2007

 · 

4414 views

video-img
01:00:45

Gaussian Process Basics

David MacKay

Feb 25, 2007

 · 

211912 views

video-img
01:00:36

Eigenfunctions & Approximation Methods

Chris Williams

Feb 25, 2007

 · 

5404 views

video-img
29:56

Analysing Gene Expression Data Using Gaussian Processes

Lorenz Wernisch

Feb 25, 2007

 · 

5231 views

video-img
06:46

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

Matthias O. Franz

Feb 25, 2007

 · 

6073 views

video-img
05:52

Sparse Log Gaussian Processes via MCMC for Spatial Epidemiology

Jarno Vanhatalo

Feb 25, 2007

 · 

4822 views

video-img
32:59

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

Kim S. Pedersen

Feb 25, 2007

 · 

3400 views

video-img
01:00:29

Interpreting Covariance Functions & Classification

Carl Edward Rasmussen

Feb 25, 2007

 · 

11434 views

video-img
03:31

Gaussian Processes for Principal Component Analysis

Colin Fyfe

Feb 25, 2007

 · 

6971 views

video-img
03:51

Gaussian Processes for Prediction in Intensive Care

Fabian Guiza

Feb 25, 2007

 · 

4357 views

video-img
05:03

Gaussian Processes for Active Sensor Management

Alexander N. Dolia

Feb 25, 2007

 · 

4566 views

video-img
26:02

Learning Human Pose and Motion Models for Animation

Aaron Hertzmann

Feb 25, 2007

 · 

7488 views

video-img
26:32

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

Guido Sanguinetti

Feb 25, 2007

 · 

4622 views

Debates

video-img
22:53

Discussion Panel I

Feb 25, 2007

 · 

3031 views

video-img
44:20

Discussion Panel II

Feb 25, 2007

 · 

2790 views