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.
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Uploaded videos:
Lectures
Gaussian Process Basics
Feb 25, 2007
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211533 Views
Interpreting Covariance Functions & Classification
Feb 25, 2007
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11419 Views
How to choose the covariance for Gaussian process regression independently of th...
Feb 25, 2007
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6067 Views
An Exchanging-based Refinement to Sparse Gaussian Process Regression
Feb 25, 2007
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4409 Views
Learning RoboCup-Keepaway with Kernels
Feb 25, 2007
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4720 Views
Eigenfunctions & Approximation Methods
Feb 25, 2007
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5398 Views
Flexible and efficient Gaussian process models
Feb 25, 2007
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4853 Views
Analysing Gene Expression Data Using Gaussian Processes
Feb 25, 2007
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5225 Views
Gaussian Process Model for Inferring the Regulatory Activity of Transcription Fa...
Feb 25, 2007
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4618 Views
Gaussian Processes for Principal Component Analysis
Feb 25, 2007
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6962 Views
Gaussian Processes for Prediction in Intensive Care
Feb 25, 2007
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4349 Views
Gaussian Processes for Active Sensor Management
Feb 25, 2007
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4562 Views
Learning Human Pose and Motion Models for Animation
Feb 25, 2007
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7484 Views
Gaussian Processes for Monocular 3D People tracking
Feb 25, 2007
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18096 Views
Gaussian Process Implicit Surfaces
Feb 25, 2007
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6257 Views
Minimum Likelihood Image Feature and Scale Detection Based on the Brownian Image...
Feb 25, 2007
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3393 Views
Wifi Localization with Gaussian Processes
Feb 25, 2007
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6645 Views
Learning to Control an Octopus Arm with Gaussian Process Temporal Difference Met...
Feb 25, 2007
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5500 Views
Sparse Log Gaussian Processes via MCMC for Spatial Epidemiology
Feb 25, 2007
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4817 Views
Debates
Discussion Panel I
Feb 25, 2007
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3027 Views
Discussion Panel II
Feb 25, 2007
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2786 Views