Inference, Goodness-of-Fit and Forecast for Univariate Gaussian Hidden Markov Models


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Documentation for package ‘GaussianHMM1d’ version 1.1.1

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EstHMM1d Estimation of a univariate Gaussian Hidden Markov Model (HMM)
EstRegime Estimated Regimes for the univariate Gaussian HMM
ForecastHMMeta Estimated probabilities of the regimes given new observations
ForecastHMMPdf Density function of a Gaussian HMM at time n+k
GaussianMixtureCdf Distribution function of a mixture of Gaussian univariate distributions
GaussianMixtureInv Inverse distribution function of a mixture of Gaussian univariate distributions
GaussianMixturePdf Density function of a mixture of Gaussian univariate distributions
GofHMM1d Goodness-of-fit test of a univariate Gaussian Hidden Markov Model
Sim.HMM.Gaussian.1d Simulation of a univariate Gaussian Hidden Markov Model (HMM)
Sim.Markov.Chain Simulation of a finite Markov chain
SimHMMGaussianInv Simulation of a univariate Gaussian Hidden Markov Model (HMM)
Sn Cramer-von Mises statistic for goodness-of-fit of the null hypothesis of a univariate uniform distrubtion over [0,1]