eBook: Analytic Combinatorics for Multiple Object Tracking (DRM PDF)
 
電子書格式: DRM PDF
作者: Roy Streit, Robert Blair Angle, Murat Efe 
分類: Probability & statistics ,
Stochastics ,
Electronics engineering ,
Imaging systems & technology ,
Maths for computer scientists ,
Signal processing  
書城編號: 22106245


售價: $1424.00

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製造商: Springer International Publishing
出版日期: 2020/11/26
ISBN: 9783030611910
 
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商品簡介
The book shows that the analytic combinatorics (AC) method encodes the combinatorial problems of multiple object tracking-without information loss-into the derivatives of a generating function (GF). The book lays out an easy-to-follow path from theory to practice and includes salient AC application examples. Since GFs are not widely utilized amongst the tracking community, the book takes the reader from the basics of the subject to applications of theory starting from the simplest problem of single object tracking, and advancing chapter by chapter to more challenging multi-object tracking problems.  Many established tracking filters (e.g., Bayes-Markov, PDA, JPDA, IPDA, JIPDA, CPHD, PHD, multi-Bernoulli, MBM, LMBM, and MHT) are derived in this manner with simplicity, economy, and considerable clarity. The AC method gives significant and fresh insights  into the modeling assumptions of these filters and, thereby, also shows the  potential utility of various approximation methods that are well established techniques in applied mathematics and physics, but are new to tracking.  These unexplored possibilities are reviewed in the final chapter of the book.  

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