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Language: en
Pages: 378
Pages: 378
Type: BOOK - Published: 2020-10-01 - Publisher: Springer Nature
This book provides a general introduction to Sequential Monte Carlo (SMC) methods, also known as particle filters. These methods have become a staple for the se
Language: en
Pages: 590
Pages: 590
Type: BOOK - Published: 2013-03-09 - Publisher: Springer Science & Business Media
Monte Carlo methods are revolutionizing the on-line analysis of data in many fileds. They have made it possible to solve numerically many complex, non-standard
Language: en
Pages: 101
Pages: 101
Type: BOOK - Published: 2013 - Publisher: Morgan & Claypool Publishers
In these notes, we introduce particle filtering as a recursive importance sampling method that approximates the minimum-mean-square-error (MMSE) estimate of a s
Language: en
Pages: 134
Pages: 134
Type: BOOK - Published: 2019-11-12 - Publisher:
Written in a tutorial style, this monograph introduces the basics of Sequential Monte Carlo, discusses practical issues, and reviews theoretical results before
Language: en
Pages: 670
Pages: 670
Type: BOOK - Published: 2013-03-14 - Publisher: Springer Science & Business Media
We have sold 4300 copies worldwide of the first edition (1999). This new edition contains five completely new chapters covering new developments.
