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R code to estimate HMMs (with multivariate Gaussian, Poisson, Poisson GLM and autoregressive observations)
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joacorapela/hiddenMarkovModels
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hiddenMarkovModels ================== R code to estimate Hidden Markov Models The main function is src/stats/hmm/emEstimationHMM.R I demonstrate the use of this function to estimate hidden Markov models with multivariate Gaussian (test/doTestMGaussian.R), with autoregressive observations (test/doTestAR.R) and with Poisson observations. Poisson observations are modeled without autohistory (test/doTestPoisson.R) and with autohistory (test/doTestPoissonGLM.R). doc/hmmPoissonGLM.pdf documents the evaluation of the estimation of Hidden Markov Models with Poisson observations with autohistory in simulated data and in multiunit activity count recordings from a subject with epilepsy.
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R code to estimate HMMs (with multivariate Gaussian, Poisson, Poisson GLM and autoregressive observations)
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