Information Theory, Inference, and Learning Algorithms.pdf

Information Theory, Inference, and Learning Algorithms.pdf

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时间:2019-03-04

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1、CopyrightCambridgeUniversityPress2003.On-screenviewingpermitted.Printingnotpermitted.http://www.cambridge.org/0521642981Youcanbuythisbookfor30poundsor$50.Seehttp://www.inference.phy.cam.ac.uk/mackay/itila/forlinks.InformationTheory,Inference,andLearningAlgorithmsDavidJ.C.MacKayCo

2、pyrightCambridgeUniversityPress2003.On-screenviewingpermitted.Printingnotpermitted.http://www.cambridge.org/0521642981Youcanbuythisbookfor30poundsor$50.Seehttp://www.inference.phy.cam.ac.uk/mackay/itila/forlinks.InformationTheory,Inference,andLearningAlgorithmsDavidJ.C.MacKaymack

3、ay@mrao.cam.ac.ukc1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005cCambridgeUniversityPress2003Version7.2(fourthprinting)March28,2005Pleasesendfeedbackonthisbookviahttp://www.inference.phy.cam.ac.uk/mackay/itila/Version6.0ofthisbookwaspublishedbyC.U.P.inSeptember2003.Itwill

4、remainviewableon-screenontheabovewebsite,inpostscript,djvu,andpdfformats.Inthesecondprinting(version6.6)minortyposwerecorrected,andthebookdesignwasslightlyalteredtomodifytheplacementofsectionnumbers.Inthethirdprinting(version7.0)minortyposwerecorrected,andchapter8wasrenamed`Depen

5、dentrandomvariables'(insteadof`Correlated').Inthefourthprinting(version7.2)minortyposwerecorrected.(C.U.P.replacethispagewiththeirownpageii.)CopyrightCambridgeUniversityPress2003.On-screenviewingpermitted.Printingnotpermitted.http://www.cambridge.org/0521642981Youcanbuythisbookfo

6、r30poundsor$50.Seehttp://www.inference.phy.cam.ac.uk/mackay/itila/forlinks.ContentsPreface.............................v1IntroductiontoInformationTheory.............32Probability,Entropy,andInference..............223MoreaboutInference.....................48IDataCompression.......

7、...............654TheSourceCodingTheorem.................675SymbolCodes.........................916StreamCodes..........................1107CodesforIntegers.......................132IINoisy-ChannelCoding....................1378DependentRandomVariables.................1389Communic

8、ationoveraNoisyChannel............14610T

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