Probabilistic finite-state machines--part II.

IEEE Trans Pattern Anal Mach Intell

Departamento de Sistemas Informáticos y Computación and Instituto Tecnológico de Informática, Universidad Politécnica de Valencia, Camino de Vera s/n, E-46071 Valencia, Spain.

Published: July 2005

Probabilistic finite-state machines are used today in a variety of areas in pattern recognition or in fields to which pattern recognition is linked. In Part I of this paper, we surveyed these objects and studied their properties. In this Part II, we study the relations between probabilistic finite-state automata and other well-known devices that generate strings like hidden Markov models and n-grams and provide theorems, algorithms, and properties that represent a current state of the art of these objects.

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http://dx.doi.org/10.1109/TPAMI.2005.148DOI Listing

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