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Functional and Shape Data Analysis

Functional and Shape Data Analysis

Paperback

Series: Springer Statistics

General MathematicsGeometryProbability & Statistics

ISBN10: 1493981552
ISBN13: 9781493981557
Publisher: Springer
Published: Jun 14 2018
Pages: 447
Weight: 1.77
Height: 0.94 Width: 7.00 Depth: 10.00
Language: English
This textbook for courses on function data analysis and shape data analysis describes how to define, compare, and mathematically represent shapes, with a focus on statistical modeling and inference. It is aimed at graduate students in analysis in statistics, engineering, applied mathematics, neuroscience, biology, bioinformatics, and other related areas. The interdisciplinary nature of the broad range of ideas covered--from introductory theory to algorithmic implementations and some statistical case studies--is meant to familiarize graduate students with an array of tools that are relevant in developing computational solutions for shape and related analyses. These tools, gleaned from geometry, algebra, statistics, and computational science, are traditionally scattered across different courses, departments, and disciplines; Functional and Shape Data Analysis offers a unified, comprehensive solution by integrating the registration problem into shape analysis, better preparing graduate students for handling future scientific challenges.

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Probability & Statistics