Geometric Modeling in Probability and Statistics Geometric Modeling in Probability and Statistics

Geometric Modeling in Probability and Statistics

    • ‏49٫99 US$
    • ‏49٫99 US$

وصف الناشر

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.

النوع
علم وطبيعة
تاريخ النشر
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١٧ يوليو
اللغة
EN
الإنجليزية
عدد الصفحات
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الناشر
Springer International Publishing
البائع
Springer Nature B.V.
الحجم
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‫م.ب.‬
Geomathematics Geomathematics
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Geometric Aspects of Functional Analysis Geometric Aspects of Functional Analysis
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Optimal Transportation Optimal Transportation
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Mathematics of Planet Earth Mathematics of Planet Earth
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Tensor Methods in Statistics Tensor Methods in Statistics
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Equidistribution in Number Theory, An Introduction Equidistribution in Number Theory, An Introduction
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An Informal Introduction to Stochastic Calculus with Applications An Informal Introduction to Stochastic Calculus with Applications
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Deterministic and Stochastic Topics in Computational Finance Deterministic and Stochastic Topics in Computational Finance
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INFORM INTRO STOCH CAL (2ND ED) INFORM INTRO STOCH CAL (2ND ED)
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STOCHASTIC GEOMETRIC ANALYSIS WITH APPLICATIONS STOCHASTIC GEOMETRIC ANALYSIS WITH APPLICATIONS
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Geometric Mechanics on Riemannian Manifolds Geometric Mechanics on Riemannian Manifolds
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Heat Kernels for Elliptic and Sub-elliptic Operators Heat Kernels for Elliptic and Sub-elliptic Operators
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