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 ICA & Latent Variable Models page)

Language modelling and Hidden Markov models

lang4.ps.gz, | PDF | | DJVU | abstract | ps mirror, Canada |
`A Hierarchical Dirichlet Language Model.' with L.Peto
amino.ps.gz. | PDF | | DJVU | abstract. | <- UK | Canada -> | amino.ps.gz. abstract.
` Models for Dice Factories and Amino Acid Probabilities. '. (Unfinished technical report from 1994; this work led to my work on density networks for protein sequences.)
Also, an unfinished addendum, amino_is.ps.gz. | PDF | | DJVU |

Hidden Markov models

jordan.ps.gz. abstract. | <- UK | Canada -> | jordan.ps.gz. | PDF | | DJVU | abstract.
` Equivalence of Linear Boltzmann Chains and Hidden Markov Models '.
ensemblePaper.ps.gz. abstract. | <- UK | Canada -> | ensemblePaper.ps.gz. | PDF | | DJVU | abstract.
` Ensemble Learning for Hidden Markov Models '.

Protein sequence modelling and Density Networks

ch_learning.ps.gz. abstract. | <- UK | Canada -> | ch_learning.ps.gz. | PDF | | DJVU | abstract.
` Bayesian Neural Networks and Density Networks '.
density.ps.gz, | PDF | | DJVU | abstract | ps mirror, Canada |
`Density Networks and their application to Protein Modelling' (this version appeared in Maximum Entropy Proceedings)
density97.ps.gz. | PDF | | DJVU | abstract. | <- UK | Canada -> | density97.ps.gz. abstract.
D. MacKay and M. Gibbs (1997): ` Density Networks '. (this version in proceedings of Edinburgh meeting, ed. Jim Kay)

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