Geometric Modeling in Probability and Statistics

Autor: Ovidiu Calin, Constantin Udriste

Język:

Oprawa: Miękka

Wydawca: Springer International Publishing AG

Dostępność: Dostępna u dostawcy

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This book covers topics of Informational Geometry, a field which deals with the differential geometr...

Informacje o książce

Autor

Ovidiu Calin, Constantin Udriste

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2016

strony

375

EAN

9783319381626

ISBN

3319381628

Enbook ID

16082801

Wydawca

Springer International Publishing AG

Waga

6757

Wymiary

155 x 235 x 21

Pełny opis

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. 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 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.

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