Parametric and Nonparametric Inference for Statistical Dynamic Shape Analysis with Applications

Language: English

Published by Springer, Palgrave Macmillan Feb 2016, 2016

3319263102 / 9783319263106

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This item is printed on demand - Print on Demand Titel. Neuware -This book considers specific inferential issues arising from the analysis of dynamic shapes with the attempt to solve the problems at hand using probability models and nonparametric tests. The models are simple to understand and interpret and provide a useful tool to describe the global dynamics of the landmark configurations. However, because of the non-Euclidean nature of shape spaces, distributions in shape spaces are not straightforward to obtain.The book explores the use of the Gaussian distribution in the configuration space, with similarity transformations integrated out.Specifically, it works with the offset-normal shape distribution as a probability model for statistical inference on a sample of a temporal sequence of landmark configurations. This enables inference for Gaussian processes from configurations onto the shape space. The book is divided in two parts, with the first three chapters covering material on the offset-normal shape distribution, and the remaining chapters covering the theory of NonParametric Combination (NPC) tests. The chapters offer a collection of applications which are bound together by the theme of this book.They refer to the analysis of data from the FG-NET (Face and Gesture RecognitionResearch Network) database with facial expressions. For these data, it may be desirable to provide a description of the dynamics of the expressions, or testing whether there is a difference between the dynamics of two facialexpressions or testing which of the landmarks are more informative in explaining thepattern of an expression.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 128 pp. Englisch.…

Seller Inventory # 9783319263106

Title
Parametric and Nonparametric Inference for Statistical Dynamic Shape Analysis with Applications
Author
Chiara Brombin
Publisher
Springer, Palgrave Macmillan Feb 2016
Publication year
2016
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3319263102
ISBN 13
9783319263106
Item weight
207 grams
Dimensions
235x155x8 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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