├── .gitignore ├── Contents.m ├── LICENSE ├── README.md ├── chapter01 ├── condEntropy.m ├── entropy.m ├── jointEntropy.m ├── mutInfo.m ├── nmi.m ├── nvi.m └── relatEntropy.m ├── chapter02 ├── logDirichlet.m ├── logGauss.m ├── logKde.m ├── logMn.m ├── logMvGamma.m ├── logSt.m ├── logVmf.m └── logWishart.m ├── chapter03 ├── linReg.m ├── linRegFp.m ├── linRegPred.m └── linRnd.m ├── chapter04 ├── binPlot.m ├── fda.m ├── logitBin.m ├── logitBinPred.m ├── logitMn.m ├── logitMnPred.m ├── sigmoid.m └── softmax.m ├── chapter05 ├── mlpClass.m ├── mlpClassPred.m ├── mlpReg.m └── mlpRegPred.m ├── chapter06 ├── kn2sd.m ├── knCenter.m ├── knGauss.m ├── knKmeans.m ├── knKmeansPred.m ├── knLin.m ├── knPca.m ├── knPcaPred.m ├── knPoly.m ├── knReg.m ├── knRegPred.m └── sd2kn.m ├── chapter07 ├── rvmBinFp.m ├── rvmBinPred.m ├── rvmRegFp.m ├── rvmRegPred.m └── rvmRegSeq.m ├── chapter08 ├── MRF │ ├── mrfBethe.m │ ├── mrfBp.m │ ├── mrfGibbs.m │ ├── mrfIsGa.m │ └── mrfMf.m └── NaiveBayes │ ├── nbBern.m │ ├── nbBernPred.m │ ├── nbGauss.m │ └── nbGaussPred.m ├── chapter09 ├── kmeans.m ├── kmeansPred.m ├── kmeansRnd.m ├── kmedoids.m ├── kseeds.m ├── linRegEm.m ├── mixBernEm.m ├── mixBernRnd.m ├── mixGaussEm.m ├── mixGaussPred.m ├── mixGaussRnd.m ├── rvmBinEm.m └── rvmRegEm.m ├── chapter10 ├── linRegVb.m ├── mixGaussEvidence.m ├── mixGaussVb.m ├── mixGaussVbPred.m └── rvmRegVb.m ├── chapter11 ├── Gauss.m ├── GaussWishart.m ├── dirichletRnd.m ├── discreteRnd.m ├── gaussRnd.m ├── mixDpGb.m ├── mixDpGbOl.m ├── mixGaussGb.m └── mixGaussSample.m ├── chapter12 ├── fa.m ├── pca.m ├── pcaEm.m ├── pcaEmC.m ├── ppcaEm.m ├── ppcaRnd.m └── ppcaVb.m ├── chapter13 ├── HMM │ ├── hmmEm.m │ ├── hmmFilter.m │ ├── hmmRnd.m │ ├── hmmSmoother.m │ └── hmmViterbi.m └── LDS │ ├── kalmanFilter.m │ ├── kalmanSmoother.m │ ├── ldsEm.m │ ├── ldsPca.m │ └── ldsRnd.m ├── chapter14 ├── adaboostBin.m ├── adaboostBinPred.m ├── mixLinPred.m ├── mixLinReg.m ├── mixLinRnd.m ├── mixLogitBin.m └── mixLogitBinPred.m ├── common ├── besseliLn.m ├── gson.m ├── invpd.m ├── isequalf.m ├── lattice.m ├── ld.m ├── log1mexp.m ├── log1pexp.m ├── logdet.m ├── loggmpdf.m ├── lognormexp.m ├── logsumexp.m ├── maxdiff.m ├── mgson.m ├── normalize.m ├── plotClass.m ├── plotCurveBar.m ├── plotgm.m ├── plotkde.m ├── randp.m ├── slice.m ├── solvpd.m ├── sqdist.m ├── standardize.m ├── sub.m ├── symeig.m ├── ud.m └── unitize.m ├── demo ├── ch01 │ └── info_demo.m ├── ch03 │ ├── linRegEm_demo.m │ ├── linRegFp_demo.m │ └── linReg_demo.m ├── ch04 │ ├── logitBin_demo.m │ └── logitMn_demo.m ├── ch05 │ └── mlp_demo.m ├── ch06 │ ├── knCenter_demo.m │ ├── knKmeans_demo.m │ ├── knLin_demo.m │ └── knReg_demo.m ├── ch07 │ ├── rvmBinEm_demo.m │ ├── rvmBinFp_demo.m │ ├── rvmRegEm_demo.m │ ├── rvmRegEm_spSignal_demo.m │ ├── rvmRegFp_demo.m │ ├── rvmRegFp_spSignal_demo.m │ ├── rvmRegSeq_demo.m │ └── rvmRegSeq_spSignal_demo.m ├── ch08 │ ├── letterX.mat │ ├── mrf_demo.m │ ├── nbBern_demo.m │ └── nbGauss_demo.m ├── ch09 │ ├── kmeans_demo.m │ ├── kmeans_mixGaussEm_demo.m │ ├── kmedoids_demo.m │ ├── linRegEm_demo.m │ ├── mixBernEm_demo.m │ └── mixGaussEm_demo.m ├── ch10 │ ├── mixGaussVb_demo.m │ ├── rvmRegVb_demo.m │ └── rvmRegVb_spSignal_demo.m ├── ch11 │ ├── gauss_demo.m │ └── mixGaussGb_demo.m ├── ch12 │ ├── fa_demo.m │ ├── pca_demo.m │ ├── ppcaEm_demo.m │ └── ppcaVb_demo.m ├── ch13 │ ├── hmm_demo.m │ └── lds_demo.m └── ch14 │ ├── adaboostBin_demo.m │ ├── mixLinReg_demo.m │ └── mixLogitBin_demo.m └── init.m /.gitignore: -------------------------------------------------------------------------------- 1 | reference/* 2 | *.m~ 3 | *.asv -------------------------------------------------------------------------------- /Contents.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sth4nth/PRML/HEAD/Contents.m -------------------------------------------------------------------------------- /LICENSE: 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