Markov Models for Handwriting Recognition (SpringerBriefs in Computer Science) - Tapa blanda

Plötz, Thomas

 
9781447121879: Markov Models for Handwriting Recognition (SpringerBriefs in Computer Science)
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ISBN 10: 1447121872 ISBN 13: 9781447121879
Editorial: Springer, 2011

Sinopsis

Since their first inception, automatic reading systems have evolved substantially, yet the recognition of handwriting remains an open research problem due to its substantial variation in appearance. With the introduction of Markovian models to the field, a promising modeling and recognition paradigm was established for automatic handwriting recognition. However, no standard procedures for building Markov model-based recognizers have yet been established. This text provides a comprehensive overview of the application of Markov models in the field of handwriting recognition, covering both hidden Markov models and Markov-chain or n-gram models. First, the text introduces the typical architecture of a Markov model-based handwriting recognition system, and familiarizes the reader with the essential theoretical concepts behind Markovian models. Then, the text reviews proposed solutions in the literature for open problems in applying Markov model-based approaches to automatic handwriting recognition.

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De la contraportada

Since their first inception more than half a century ago, automatic reading systems have evolved substantially, thereby showing impressive performance on machine-printed text. The recognition of handwriting can, however, still be considered an open research problem due to its substantial variation in appearance. With the introduction of Markovian models to the field, a promising modeling and recognition paradigm was established for automatic handwriting recognition. However, so far, no standard procedures for building Markov-model-based recognizers could be established though trends toward unified approaches can be identified.

Markov Models for Handwriting Recognition provides a comprehensive overview of the application of Markov models in the research field of handwriting recognition, covering both the widely used hidden Markov models and the less complex Markov-chain or n-gram models. First, the text introduces the typical architecture of a Markov model-based handwriting recognition system, and familiarizes the reader with the essential theoretical concepts behind Markovian models. Then, the text gives a thorough review of the solutions proposed in the literature for open problems in applying Markov model-based approaches to automatic handwriting recognition.

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Editorial
Springer
Año de publicación
2011
Idioma
Inglés
ISBN 10 
1447121872
ISBN 13 
9781447121879
Encuadernación
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Número de páginas
88
Contacto del fabricante
no disponible
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Otras ediciones populares con el mismo título

9781447121893: Markov Models for Handwriting Recognition

Edición Destacada

ISBN 10:  1447121899 ISBN 13:  9781447121893
Editorial: Springer, 2012
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