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Geometric Modeling in Probability and Statistics cover

Geometric Modeling in Probability and Statistics

by Ovidiu Calin, Constantin Udriste

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About this book

<p>This book covers topics of Informational Geometry, a field which deals with the differential geometric study of the manifold probability density functions. This is a field that is increasingly attracting the interest of researchers from many different areas of science, including mathematics, statistics, geometry, computer science, signal processing, physics and neuroscience. It is the authors’ hope that the present book will be a valuable reference for researchers and graduate students in one of the aforementioned fields.</p><p>This textbook is a unified presentation of differential geometry and probability theory, and constitutes a text for a course directed at graduate or advanced undergraduate students interested in applications of differential geometry in probability and statistics. The book contains over 100 proposed exercises meant to help students deepen their understanding, and it is accompanied by software that is able to<b> </b>provide numerical computations of several information geometric objects. The reader will understand a flourishing field of mathematics in which very few books have been written so far.</p>

Details

Format
Hardcover
Pages
375
Publisher
Springer International Publishing
Language
EN
Edition
2014
ISBN-13
9783319077789
ISBN-10
3319077783

Categories

Mathematics, Probability & Statistics, Geometry, Stochastic Processes