Mercurial > hg > qm-dsp
diff hmm/HMM.h @ 17:a120ac7b26b2
* Build PCA and HMM
author | cannam |
---|---|
date | Wed, 09 Jan 2008 10:37:06 +0000 |
parents | hmm/hmm.h@2e3f5d2d62c1 |
children |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/hmm/HMM.h Wed Jan 09 10:37:06 2008 +0000 @@ -0,0 +1,39 @@ +#ifndef _HMM_H +#define _HMM_H + +/* + * hmm.h + * soundbite + * + * Created by Mark Levy on 12/02/2006. + * Copyright 2006 Centre for Digital Music, Queen Mary, University of London. All rights reserved. + * + */ + +#ifndef PI +#define PI 3.14159265358979323846264338327950288 +#endif + +typedef struct _model_t { + int N; /* number of states */ + double* p0; /* initial probs */ + double** a; /* transition probs */ + int L; /* dimensionality of data */ + double** mu; /* state means */ + double** cov; /* covariance, tied between all states */ +} model_t; + +void hmm_train(double** x, int T, model_t* model); /* with scaling */ +void forward_backwards(double*** xi, double** gamma, double* loglik, double* loglik1, double* loglik2, int iter, + int N, int T, double* p0, double** a, double** b); +void baum_welch(double* p0, double** a, double** mu, double** cov, int N, int T, int L, double** x, double*** xi, double** gamma); +void viterbi_decode(double** x, int T, model_t* model, int* q); /* using logs */ +model_t* hmm_init(double** x, int T, int L, int N); +void hmm_close(model_t* model); +void invert(double** cov, int L, double** icov, double* detcov); /* uses LAPACK (included with Mac OSX) */ +double gauss(double* x, int L, double* mu, double** icov, double detcov, double* y, double* z); +double loggauss(double* x, int L, double* mu, double** icov, double detcov, double* y, double* z); +void hmm_print(model_t* model); + +#endif +