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

Wifi Localization with Gaussian Processes
Feb 25, 2007
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6660 views

Learning to Control an Octopus Arm with Gaussian Process Temporal Difference Met...
Feb 25, 2007
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5513 views

Flexible and efficient Gaussian process models
Feb 25, 2007
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4885 views

Gaussian Process Implicit Surfaces
Feb 25, 2007
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6280 views

Learning RoboCup-Keepaway with Kernels
Feb 25, 2007
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4740 views

Gaussian Processes for Monocular 3D People tracking
Feb 25, 2007
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18159 views

An Exchanging-based Refinement to Sparse Gaussian Process Regression
Feb 25, 2007
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4418 views

Gaussian Process Basics
Feb 25, 2007
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212477 views

Eigenfunctions & Approximation Methods
Feb 25, 2007
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5427 views

Analysing Gene Expression Data Using Gaussian Processes
Feb 25, 2007
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5235 views

How to choose the covariance for Gaussian process regression independently of th...
Feb 25, 2007
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6077 views

Sparse Log Gaussian Processes via MCMC for Spatial Epidemiology
Feb 25, 2007
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4830 views

Minimum Likelihood Image Feature and Scale Detection Based on the Brownian Image...
Feb 25, 2007
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3403 views

Interpreting Covariance Functions & Classification
Feb 25, 2007
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11457 views

Gaussian Processes for Principal Component Analysis
Feb 25, 2007
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6977 views

Gaussian Processes for Prediction in Intensive Care
Feb 25, 2007
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4361 views

Gaussian Processes for Active Sensor Management
Feb 25, 2007
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4573 views

Learning Human Pose and Motion Models for Animation
Feb 25, 2007
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7503 views

Gaussian Process Model for Inferring the Regulatory Activity of Transcription Fa...
Feb 25, 2007
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4628 views
Debates

Discussion Panel I
Feb 25, 2007
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3036 views

Discussion Panel II
Feb 25, 2007
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2794 views