Introduction to Bayesian Tracking and Particle Filters: 126 (Studies in Big Data, 126) [Hardcover] [Jun 01, 2023] Stone, Lawrence D.; Streit, Roy L. and Anderson, Stephen L.
Language: English
Published by Springer, 2023
- Hardcover
- New
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- Title
- Introduction to Bayesian Tracking and Particle Filters: 126 (Studies in Big Data, 126) [Hardcover] [Jun 01, 2023] Stone, Lawrence D.; Streit, Roy L. and Anderson, Stephen L.
- Author
- Stone, Lawrence D.; Streit, Roy L.; Anderson, Stephen L.
- Publisher
- Springer
- Publication year
- 2023
- Condition
- New
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 303132241X
- ISBN 13
- 9783031322419
This book provides a quick but insightful introduction to Bayesian tracking and particle filtering for a person who has some background in probability and statistics and wishes to learn the basics of single-target tracking. It also introduces the reader to multiple target tracking by presenting useful approximate methods that are easy to implement compared to full-blown multiple target trackers.
The book presents the basic concepts of Bayesian inference and demonstrates the power of the Bayesian method through numerous applications of particle filters to tracking and smoothing problems. It emphasizes target motion models that incorporate knowledge about the target’s behavior in a natural fashion rather than assumptions made for mathematical convenience.
The background provided by this book allows a person to quickly become a productive member of a project team using Bayesian filtering and to develop new methods and techniques for problems the team may face.
"Synopsis" may belong to another edition of this title.
From the Back Cover
This book provides a quick but insightful introduction to Bayesian tracking and particle filtering for a person who has some background in probability and statistics and wishes to learn the basics of single-target tracking. It also introduces the reader to multiple target tracking by presenting useful approximate methods that are easy to implement compared to full-blown multiple target trackers.
The book presents the basic concepts of Bayesian inference and demonstrates the power of the Bayesian method through numerous applications of particle filters to tracking and smoothing problems. It emphasizes target motion models that incorporate knowledge about the target’s behavior in a natural fashion rather than assumptions made for mathematical convenience.
The background provided by this book allows a person to quickly become a productive member of a project team using Bayesian filtering and to develop new methods and techniques for problems the team may face.
"About the title" may belong to another edition of this title.
StainesBookhub
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StainesBookHub aim to offer our customers a variety of the old & latest Books. With the Experience of more than 15 Years, we always keep an eye on the latest trends in Books and put our customers' wishes first, we try our best to give books to our customers on lowest prices. We ship Books through Fedex Priority. That is why we have satisfied customers all over the world, and are thrilled to be a part of the Books industry. StainesBooksHub also sell books in Bulk, We try our best to Provied High Quality, Fast Service, Global Shipping.
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We ship Books through Fedex Priority