am

belief propagation

May 06, 2009 13:05

here is update (for Graphical Models + here). Some online-available books
on: Bayesian Networks, Bayesian Inference, Reasoning and Agreements,
Decision-Making, Belief Nets,  Belief Propagation, Graphical Models, etc.


F.V. Jensen, T.D. Nielsen, "Bayesian Networks and Decision Graphs (Information Science and Statistics)"
Springer | 2007-06-06 | ISBN: 0387682813 | 448 pages | PDF | 2,7 MB
 http://avaxhome.ws/ebooks/science_books/math/Bayesian_Networks_and_Decision_Graphs.html

"Bayesian Network Technologies: Applications and Graphical Models"
IGI Publishing |2007-03-30 | ISBN: 1599041413 | 256pages | PDF | 5MB
 http://avaxhome.ws/ebooks/eLearning_book/information_technologies/Bayesian.Network.html

"Innovations in Bayesian Networks: Theory and Applications" D.E.Holmes, L.C.Jain eds.
(Studies in Computational Intelligence)
322 pages | Springer; 1st ed.(November 1, 2009) | ISBN-10: 3540850651 | PDF | 4 Mb
 http://avaxhome.ws/ebooks/3540850651.html

Lise Getoor, Ben Taskar “Introduction to Statistical Relational Learning"
The MIT Press | 2007-11-30 | ISBN: 0262072882 | 580 pages | PDF | 4,34 MB
 http://avaxhome.ws/ebooks/science_books/math/Introducti_arning.html

S.Das “Foundations Of Decision-Making Agents: Logic, Probability and Modality"
World Scientific Publishing Company | 2008-01-03 | ISBN: 9812779833 | 384 pages | PDF | 2,1 MB
 http://avaxhome.ws/ebooks/economics_finances/DecisionMaking_Agents.html

"Intelligent Data Analysis" M.Berthold, D.J.Hand eds.
525 pages | Springer; 2nd ed.(February 2007) | ISBN: 3540430601 | PDF | 19 Mb
 http://avaxhome.ws/ebooks/software_manuals/3540430601.html

Wang "Intelligent Data Analysis" (IGI, 2009) 6 MB pdf
http://gen.lib.rus.ec/get?md5=ea24a6a3bbbea321655caf8dff6edaa8

Daniela Calvetti, Erkki Somersalo “Introduction to Bayesian Scientific Computing: Ten Lectures on Subjective Computing"
Springer | 2007-11-16 | ISBN: 0387733930 | 202 pages | PDF | 5 MB
http://gen.lib.rus.ec/get?md5=2e11192e15f629b00f2bbb04a58829dc

Barbel Finkenstadt, Leonhard Held, Valerie Isham “Statistical Methods for Spatio-Temporal Systems"
Chapman & Hall/CRC | 2006-10-20 | ISBN: 1584885939 | 286 pages | PDF | 9,4 Mb
 http://avaxhome.ws/ebooks/science_books/math/Statist_Spatio.html

Finkenstadt B.F. "A stochastic model for extinction and recurrence of epidemics estimation..." 354 kB pdf
http://gen.lib.rus.ec/get?md5=7c58edabc9bae4c4b7abf70ff9d49879

S.Vaseghi, "Advanced Digital Signal Processing and Noise Reduction"
Wiley; 3 edition | ISBN: 047009494X | 480 pages | January 11, 2006 | PDF | 9 Mb
http://gen.lib.rus.ec/get?md5=ce45ec8202068b2f55e3a66d996034e2
http://gen.lib.rus.ec/get?md5=4073425be99e16e6e3ca21f5257bb70f

Franco Taroni, Colin Aitken , Paolo Garbolino, Alex Biedermann ,
"Bayesian Networks and Probabilistic Inference in Forensic Science"
Wiley (April 28, 2006) | ISBN:0470091738 | 372 pages | PDF | 1,8 Mb
 http://rapidshare.com/files/75006238/Bayesian_Networks_and_Probabilistic.rar

Jaynes E.T. "Tutorial introduction to Bayesian methods" (1996, 19 pp.) 176 kB djvu
http://gen.lib.rus.ec/get?md5=5b0e14e49c8fa7090e510a48977f636a

Bolstad W. M. "Introduction to Bayesian Statistics" [2nd edition ed.] (2007, 437 pp.)  22 MB pdf
http://gen.lib.rus.ec/get?md5=47e27cc71b4b2091af88495374efcfa0

Karl-Rudolf Koch, "Introduction to Bayesian Statistics" Springer; 2nd ed.
(Sept.10, 2007)  ISBN:354072723X | 250 pages | PDF | 3 Mb
http://gen.lib.rus.ec/get?md5=fbf0c694044fab4b7a25921267c842b7

Ghosh J., Delampady M., Samanta T. "An Introduction to Bayesian Analysis"
(Springer, 2006, 355 pp., ISBN 0387400842) 3 MB djvu
http://gen.lib.rus.ec/get?md5=4fae2f01e7ebf1e93850c8ae57ac4139

Fayyad U. "Bayesian Networks for Data Mining" (1997, 41 pp.) 365 kB pdf
http://gen.lib.rus.ec/get?md5=82f4bda8006a2f6a91f100b19fc86109

Rasmussen C., Williams C. "Gaussian Processes for Machine Learning"
(MIT, 2006, 266 pp., ISBN 026218253X) 3 MB pdf
http://gen.lib.rus.ec/get?md5=f108fe6b4dd2bded36e456920c19a595

Dym H., McKean H.P. "Gaussian Processes, Function Theory, and the Inverse
Spectral Problem" (Academic Press, 1976, 345 pp., ISBN 0122264606)  3 MB djvu
http://gen.lib.rus.ec/get?md5=24afaa84dbd09fa903fbedc171b0d64d

Marcus B.M., Rosen J. "Markov processes, Gaussian processes and local times"
[book draft ed.] (CUP, 2007, 629 pp.)  3 MB pdf
http://gen.lib.rus.ec/get?md5=8d7c93e46d55d82b2d964fc055206afb

Pelikan M. "Hierarchical Bayesian Optimization Algorithm: Toward a New Generation
of Evolutionary Algorithms" [1st edition ed.] (2005, 188 pp.)  2 MB pdf
http://gen.lib.rus.ec/get?md5=49806320a9ffb7fc00c9ed2f45bbecde

Xiang Y. "Probabilistic Reasoning in Multiagent Systems: A Graphical Models
Approach" (2002, 320 pp.) 12 MB  chm (MS Help File format)
http://gen.lib.rus.ec/get?md5=59e3b88c84cf58a625778c86280f9743

Gelman A., Carlin J.B., Stern H.S. "Bayesian data analysis" [2 ed.] (2004, 668 pp.) 11 MB djvu
http://gen.lib.rus.ec/get?md5=e2cd08b709798adecf5e17aba6b1a033

Peter Congdon "Applied Bayesian Modeling"  (2003)  472 Pages | 2.3 MB
http://gen.lib.rus.ec/get?md5=1db69f30709d4d8cd87a1e5c31d24f49
http://gen.lib.rus.ec/get?md5=1b6f643a6ff93a7100ff13327bf07045

Congdon P. "Bayesian Statistical Modelling" [2 ed.] (Wiley, 2006,
598 pp., ISBN 0470018755)  3 MB  pdf
http://gen.lib.rus.ec/get?md5=266e29c5a61e2bcd385875b1a8c76e5b
http://gen.lib.rus.ec/get?md5=65b43a725fc9c6247428f694aee1e50c

Rue H., Held L. "Gaussian Markov Random Fields. Theory and Applications"
(Taylor, 2005, 259 pp., ISBN 1584884320) 6 MB pdf
http://gen.lib.rus.ec/get?md5=800474d84710fbe4c4f989801371938a

Friedman J., Hastie T., Tibshirani R. "The elements of statistical learning: Data mining, inference,
and prediction" [2ed., Springer ed.] (2008, 809 pp., ISBN 0387848576) 11 MB pdf
http://gen.lib.rus.ec/get?md5=0161e6689920acb72e562a5b8d726f4d

Stan Z. Li, "Markov Random Field Modeling in Image Analysis (Advances in Pattern Recognition)"
Springer | 2009 | ISBN: 1848002785 | 362 pages | PDF | 6,8 MB
 http://avaxhome.ws/ebooks/eLearning_book/information_technologies/Markov_FieldModeling.html

Morelos-Zaragoza R. H. "Art of Error Correcting Coding" [2nd edition ed.] (2006, 278 pp.)  3 MB pdf
 http://gen.lib.rus.ec/get?md5=eb0646d07eeea1839c4d8eed82eff2eb

K.Doya, S.Ishii, A.Pouget, R.P.N. Rao (eds.) “Bayesian Brain: Probabilistic Approaches to Neural Coding" 
The MIT Press | 2007-01-01 | ISBN: 026204238X | 340 pages | DJVU | 3,71 MB
 http://4ebooks.org/2009/03/17/bayesian-brain-probabilistic-approaches-to-neural-coding.html

Neal R. "Probabilistic Inference Using Markov Chain Monte Carlo Methods"
(Toronto tech.report, 1993, 144 pp.) 1 MB djvu
 http://gen.lib.rus.ec/get?md5=1b4cd29062d541af8fd757ddcb2e8cdc

Kindermann R., Snell J.L. "Markov random fields and applications"
(AMS, 1980, 147 pp., ISBN 0821850016) 947 kB djvu
 http://gen.lib.rus.ec/get?md5=c6ecf83aebf0b251f6164f7875702a28

Rowe D.B. "Multivariable Bayesian statistics: models for source separation and signal unmixing"
(CRC, 2003, 323 pp., ISBN 1584883189) 2 MB djvu
 http://gen.lib.rus.ec/get?md5=bdeb14910830fc882cf502c896b2727f

Tarantola A. "Inverse problem theory and methods for model parameter estimation"
[SIAM ed.] (2005, 355 pp., ISBN 0898715725)  3 MB djvu
 http://gen.lib.rus.ec/get?md5=5f90d3de9b1ec375431c37316f520735

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