Information Geometry and Its Applications

Author:   Shun-ichi Amari
Publisher:   Springer Verlag, Japan
Edition:   1st ed. 2016
Volume:   194
ISBN:  

9784431559771


Pages:   374
Publication Date:   10 February 2016
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Information Geometry and Its Applications


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Full Product Details

Author:   Shun-ichi Amari
Publisher:   Springer Verlag, Japan
Imprint:   Springer Verlag, Japan
Edition:   1st ed. 2016
Volume:   194
Dimensions:   Width: 15.50cm , Height: 2.20cm , Length: 23.50cm
Weight:   7.037kg
ISBN:  

9784431559771


ISBN 10:   4431559779
Pages:   374
Publication Date:   10 February 2016
Audience:   College/higher education ,  Professional and scholarly ,  Tertiary & Higher Education ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

1 Manifold, Divergence and Dually Flat Structure.- 2 Exponential Families and Mixture Families of Probability.- 3 Invariant Geometry of Manifold of Probability.- 4 α-Geometry, Tsallis q-Entropy and Positive-Definite.- 5 Elements of Differential Geometry.- 6 Dual Affine Connections and Dually Flat Manifold.- 7 Asymptotic Theory of Statistical Inference.- 8 Estimation in the Presence of Hidden Variables.- 9 Neyman–Scott Problem.- 10 Linear Systems and Time Series.- 11 Machine Learning.- 12 Natural Gradient Learning and its Dynamics in Singular.- 13 Signal Processing and Optimization.- Index.

Reviews

This book gives a reasonably accessible introduction to the subject and then considers various applications. ... The book provides a nice introduction to the subject. ... the book provides a nice introduction to a difficult subject that has many important applications. (Marvin H. J. Gruber, Technometrics, Vol. 58 (4), April, 2016)


“This book gives a reasonably accessible introduction to the subject and then considers various applications. … The book provides a nice introduction to the subject. … the book provides a nice introduction to a difficult subject that has many important applications.” (Marvin H. J. Gruber, Technometrics, Vol. 58 (4), April, 2016) 


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