Mixture of Markov Chains with Support of Higher Orders and Multiple Sequences
Extract or replace components of MarkovMix object
Fit mixture of Markov chains
Get transition pattern counts from MarkovFit object
Get the order of Markov chains
Get component priors from MarkovFit object
Get probability matrix from MarkovFit object
Get the states of Markov chains
Get state transition patterns from MarkovFit object
MarkovMix class
markovmix package
Predict probabilities with MarkovMix object and new sequence list
Print MarkovMix object
Reorganize states in MarkovMix object
Fit mixture of Markov chains of higher orders from multiple sequences. It is also compatible with ordinary 1-component, 1-order or single-sequence Markov chains. Various utility functions are provided to derive transition patterns, transition probabilities per component and component priors. In addition, print(), predict() and component extracting/replacing methods are also defined as a convention of mixture models.