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Titlebook: Kalman Filtering Under Information Theoretic Criteria; Badong Chen,Lujuan Dang,Jose C. Principe Book 2023 The Editor(s) (if applicable) an

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書目名稱Kalman Filtering Under Information Theoretic Criteria
編輯Badong Chen,Lujuan Dang,Jose C. Principe
視頻videohttp://file.papertrans.cn/542/541748/541748.mp4
概述Provides Kalman filters under information theoretic criteria to achieve excellent performance in a range of applications.Presents each chapter with a brief review of fundamentals and then focuses on t
圖書封面Titlebook: Kalman Filtering Under Information Theoretic Criteria;  Badong Chen,Lujuan Dang,Jose C. Principe Book 2023 The Editor(s) (if applicable) an
描述This book provides several efficient Kalman filters (linear or nonlinear) under information theoretic criteria. They achieve excellent performance in complicated non-Gaussian noises with low computation complexity and have great practical application potential. The book combines all these perspectives and results in a single resource for students and practitioners in relevant application fields. Each chapter starts with a brief review of fundamentals, presents the material focused on the most important properties and evaluates comparatively the models discussing free parameters and their effect on the results. Proofs are provided at the end of each chapter. The book is geared to senior undergraduates with a basic understanding of linear algebra, signal processing and statistics, as well as graduate students or practitioners with experience in Kalman filtering..
出版日期Book 2023
關鍵詞Kalman filtering; state estimation; robust Kalman filtering; extended Kalman filtering; unscented Kalman
版次1
doihttps://doi.org/10.1007/978-3-031-33764-2
isbn_softcover978-3-031-33766-6
isbn_ebook978-3-031-33764-2
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl
The information of publication is updating

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Badong Chen,Lujuan Dang,Jose C. PrincipeProvides Kalman filters under information theoretic criteria to achieve excellent performance in a range of applications.Presents each chapter with a brief review of fundamentals and then focuses on t
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Book 2023complicated non-Gaussian noises with low computation complexity and have great practical application potential. The book combines all these perspectives and results in a single resource for students and practitioners in relevant application fields. Each chapter starts with a brief review of fundamen
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