Approximate Iterative Algorithms - Tapa dura

Almudevar, Anthony Louis

 
9780415621540: Approximate Iterative Algorithms
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ISBN 10: 0415621542 ISBN 13: 9780415621540
Editorial: CRC Press, 2014

Sinopsis

Iterative algorithms often rely on approximate evaluation techniques, which may include statistical estimation, computer simulation or functional approximation. This volume presents methods for the study of approximate iterative algorithms, providing tools for the derivation of error bounds and convergence rates, and for the optimal design of such algorithms. Techniques of functional analysis are used to derive analytical relationships between approximation methods and convergence properties for general classes of algorithms. This work provides the necessary background in functional analysis and probability theory. Extensive applications to Markov decision processes are presented.

This volume is intended for mathematicians, engineers and computer scientists, who work on learning processes in numerical analysis and are involved with optimization, optimal control, decision analysis and machine learning.

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Acerca del autor

Dr. Almudevar was born in Halifax and raised in Ontario, Canada. He completed a PhD in Statistics at the University of Toronto, and is currently a faculty member in the Department of Biostatistics and Computational Biology at the University of Rochester. He has a wide range of interests, which include biological network modeling, analysis of genetic data, immunological modeling and clinical applications of technological home monitoring. He has a more general interest in optimization and control theory, with an emphasis on the computational issues associated with Markov decision processes.

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Editorial
CRC Press
Año de publicación
2014
Idioma
Inglés
ISBN 10 
0415621542
ISBN 13 
9780415621540
Encuadernación
Tapa dura
Número de edición
1
Número de páginas
372
Contacto del fabricante
Taylor and Francis, GPSR Taylor and Francis
gpsr@taylorandfrancis.com

Taylor & Francis Verlag GmbH, Kaufingerstraße 24
München
80331
Alemania

Otras ediciones populares con el mismo título

9780367378882: Approximate Iterative Algorithms

Edición Destacada

ISBN 10:  0367378884 ISBN 13:  9780367378882
Editorial: Routledge, 2019
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