ransition matrix parameters are now well-known for over decades .are used to characterize processes with specifictemporal or spatial structure and provide significant advantageover models that assume independence, when the temporalor spatial independence assumption is invalid. For example inprocessing text documents, words exhibit dependence on the precedingcontent and the use of HMM may lead to improved modelingand inference as compared to an independent word model.