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List of works by Christopher K. I. Williams

A MCMC Approach to Hierarchical Mixture Modelling

scientific article published in January 2000

Adaptive Elastic Models for Hand-Printed Character Recognition

scientific article published in January 1992

Adding Constrained Discontinuities to Gaussian Process Models of Wind Fields

scientific article published in January 1999

Computing with Infinite Networks

scientific article published in January 1997

DTs: Dynamic Trees

Directional-Unit Boltzmann Machines

scientific article published in January 1993

Discovering Hidden Features with Gaussian Processes Regression

scientific article published in January 1999

EM Optimization of Latent-Variable Density Models

scientific article published in January 1996

Finite-Dimensional Approximation of Gaussian Processes

GTM: A Principled Alternative to the Self-Organizing Map

scientific article published in January 1997

GTM: The Generative Topographic Mapping

scientific article published in 1998

Gaussian Processes for Bayesian Classification via Hybrid Monte Carlo

scientific article published in January 1997

Gaussian Processes for Machine Learning

Gaussian Processes for Regression

Learning About Multiple Objects in Images: Factorial Learning without Factorial Search

scientific article published in January 2003

On a Connection between Kernel PCA and Metric Multidimensional Scaling

Prediction with Gaussian Processes: From Linear Regression to Linear Prediction and Beyond

scientific article published in 1998

Regression with Input-dependent Noise: A Gaussian Process Treatment

The Pascal Visual Object Classes (VOC) Challenge

article

Using a neural net to instantiate a deformable model

scientific article published in January 1995

Using the Nyström Method to Speed Up Kernel Machines

article published in 2001