David MacKay
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Environment and Energy 
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Information Theory 
·Textbook 
·Gallager codes & MN codes 
·Theory of Sparse Graph codes 
·Regular Gallager codes 
·Irregular Gallager codes 
·Turbo codes  
·Insertions and deletions 
·Quantum Codes 
·Cryptanalysis and Coding 
·Discussion documents 
·More Message-Passing 
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Probabilistic Data Modelling 
·PhD thesis 
·Bayes for neural networks 
·ICA & Latent Variable Models « 
·Bayes FAQ 
·Bayesian computations 
·Monte Carlo methods 
·Variational methods 
·Gaussian processes 
·Language, Proteins, Density nets 
·Images, Radar, Neuroscience 
·Materials science 
·Decision theory, Fair Elections 
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Human-computer Interfaces 
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Computational Neuroscience 
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Evolution and Molecular Biology  
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Miscellaneous work 
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Errata 
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Software and Files 
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Recommendations 
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Any Problems? 


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(see also the Language, Proteins, Density nets page)

Independent Component Analysis (and other latent variable models)

ica.ps.gz. | PDF | DJVU | abstract. | <- UK | Canada -> | ica.ps.gz. abstract.
` Maximum Likelihood and Covariant Algorithms for Independent Component Analysis '. (see also Barak Pearlmutter's work)
Unpublished paper.
PhD Thesis on Bayesian Independent Component Analysis
by James Miskin
icagenes.ps.gz | pdf | DJVU. abstract. | <- UK | Canada -> | icagenes.ps.gz. | pdf. | djvu. abstract.
` Latent Variable Models for Gene Expression Data '.
With James Miskin

Generalized Boltzmann machines / Contrastive Divergence

rbm.ps.gz. rbm.pdf. abstract. | <- UK | Canada -> | rbm.ps.gz. rbm.pdf. abstract.
` Are Restricted Boltzmann Machines Universal? '. with Marcus Frean and Philip Sterne
gbm.ps.gz | pdf | DJVU | abstract. | <- UK | Canada -> | gbm.ps.gz. pdf. | DJVU. abstract.
`Failures of the One-Step Learning Algorithm'.

`Boosting'

boost.ps.gz. boost.pdf. abstract. | <- UK | Canada -> | boost.ps.gz. boost.pdf. abstract.
`Likelihood-based Boosting'. With Radford Neal (Unpublished paper, 1998)

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 Sat Mar 1 15:11:50 GMT 2014