David MacKay: Publications: Bayesian computations

David MacKay

.

Publications

.

Environment and Energy

.

Information Theory

· Gallager codes & MN codes

· Theory of Sparse Graph codes

· Regular Gallager codes

· Irregular Gallager codes

· Insertions and deletions

· Quantum Codes

· Cryptanalysis and Coding

· Discussion documents

· More Message-Passing

.

Probabilistic Data Modelling

· Bayes for neural networks

· ICA & Latent Variable Models

· Bayesian computations «

· Monte Carlo methods

· Variational methods

· Gaussian processes

· Language, Proteins, Density nets

· Images, Radar, Neuroscience

· Materials science

· Decision theory, Fair Elections

.

Human-computer Interfaces

.

Computational Neuroscience

.

Evolution and Molecular Biology

.

Miscellaneous work

.

Errata

.

Software and Files

.

Recommendations

.

Any Problems?

Any questions?

Home

Single document

.

Computational Implementation of Bayesian methods

alpha.ps.gz, | PDF | DJVU | abstract | ps mirror, Canada | pdf | djvu |: Hyperparameters: optimize, or integrate out?
This paper appeared in shortened form in the 1993 Maxent proceedings. The long version underwent a lengthy refereeing process with Neural Computation, where it was published (1999) under the title Comparison of Approximate Methods for Handling Hyperparameters.

laplace.ps.gz. | PDF | DJVU | abstract. | <- UK | -> Canada | laplace.ps.gz. abstract.: `Choice of Basis for Laplace Approximation'.
Published in Machine Learning. Volume 33, No. 1, October 1998
(Submitted October 14th 1996)

delve.ps.gz. | PDF | DJVU | abstract. | <- UK | Canada -> | delve.ps.gz. abstract.: ` More sensitive tests in DELVE'.

See also

The Inference Group is supported by the Gatsby Foundation
and by a partnership award from IBM Zurich Research Laboratory

David J.C. MacKay

Site last modified Wed Nov 12 17:38:44 GMT 2014