Markov Models for Pattern Recognition : From Theory to Applications
- Author
- Gernot A. Fink
- Publication Year
- 2008
- Publisher
- Springer
- Language
- English
- Document Type
- Book
- Faculty / Subject Heading
- Computer Science
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Describes the underlying theoretical concepts - covering Hidden Markov models and Markov chain models - and presents the techniques and algorithmic solutions essential to creating real world applications. The actual use of Markov models in their three main application areas - namely speech recognition, handwriting recognition, and biological sequence analysis - is presented with examples of successful systems.
Keywords: Computer science / Biological Sequence Analysis / Hidden Markov Model / Markov Model / Markov-Models / Pattern Recognition / Algorithms / Cognition / Handwriting recognition / Modeling / Optimization / Speech recognition / Pattern Recognition / Image Processing and Computer Vision / Natural Language Processing (NLP) / Artificial intelligence
