Téléchargez le livre : Introduction to Bayesian Tracking and Particle Filters

Introduction to Bayesian Tracking and Particle Filters

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Éditeur :

Springer

Collection : Studies in Big Data

Paru le : 2023-05-31

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 usef...
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Description du livre


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.

À propos

Auteur
Stephen L. Anderson , LAWRENCE D. STONE , Roy L. Streit
Éditeur
Springer
Collection
Studies in Big Data
Parution
2023-05-31
Pages
118 pages
EAN papier
9783031322419

Caractéristiques détaillées - droits

EAN PDF
9783031322426
Prix
158,24 €
Nombre pages copiables
1
Nombre pages imprimables
11
Taille du fichier
4209 Ko
Ce livre est accessible aux handicaps informations d'accessibilité
EAN EPUB
9783031322426
Prix
158,24 €
Nombre pages copiables
1
Nombre pages imprimables
11
Taille du fichier
22815 Ko
Ce livre est accessible aux handicaps informations d'accessibilité

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