Elliptically Symmetric Distributions in Signal Processing and Machine Learning

Language: English

Published by Springer, Springer Okt 2024, 2024

3031521153 / 9783031521157

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This item is printed on demand - Print on Demand Titel. Neuware -This book constitutes a review of recent developments in the theory and practical exploitation of the elliptical model for measured data in both classical and emerging areas of signal processing. It develops techniques usable in (among other areas): graph learning, robust clustering, linear shrinkage, information geometry, subspace-based algorithm design, and semiparametric and misspecified estimation.The various contributions combine to show how the goal of inferring information from a set of acquired data, recurrent in statistical signal processing, can be achieved, even when the common practical assumption of Gaussian distribution in the data is not valid. The elliptical model propounded maintains the performance of its inference procedures even when that assumption fails. The elliptical distribution, being fully characterized by its location vector, its scatter/covariance matrix and its so-called density generator, used to describe the impulsiveness of the data, is sufficiently flexible to model heterogeneous applications.This book is of interest to any graduate students and academic researchers wishing to acquaint themselves with the latest research in an area of rising consequence. It is also of assistance to practitioners working in data analysis, wireless communications, radar, and image processing.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 392 pp. Englisch.

Seller Inventory # 9783031521157

Title
Elliptically Symmetric Distributions in Signal Processing and Machine Learning
Author
Jean-Pierre Delmas
Publisher
Springer, Springer Okt 2024
Publication year
2024
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3031521153
ISBN 13
9783031521157
Item weight
752 grams
Dimensions
241x160x27 mm

buchversandmimpf2000

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