Functional and Shape Data Analysis

Lingua: inglese

Editore: Springer-Verlag New York Inc., US, 2018

1493981552 / 9781493981557

Serie: Libro 143 di 160 - Springer Series in Statistics

Da: Rarewaves.com UK, London, Regno UnitoRarewaves.com UK

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Descrizione dell’articolo da parte del venditore

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.Recently, a data-driven and application-oriented focus on shape analysis has been trending. This text offers a self-contained treatment of this new generation of methods in shape analysis of curves. Its main focus is shape analysis of functions and curves-in one, two, and higher dimensions-both closed and open. It develops elegant Riemannian frameworks that provide both quantification of shape differences and registration of curves at the same time. Additionally, these methods are used for statistically summarizing given curve data, performing dimension reduction, and modeling observed variability. It is recommended that the reader have a background in calculus, linear algebra, numerical analysis, and computation. Softcover reprint of the original 1st ed. 2016.…

Codice articolo LU-9781493981557

Titolo
Functional and Shape Data Analysis
Autore
Anuj Srivastava, Eric P. Klassen
Editore
Springer-Verlag New York Inc., US
Anno di pubblicazione
2018
Condizione
New
Rilegatura
Paperback
Lingua
inglese
ISBN 10
1493981552
ISBN 13
9781493981557
Serie
Libro 143 di 160: Springer Series in Statistics

Rarewaves.com UK

London, Regno Unito

Venditore con 5 stelle

Venditore AbeBooks dal 11 giugno 2025

Tariffe di spedizione da Regno Unito a U.S.A.

ArticoloDa 60 a 60 giorni lavorativiDa 60 a 60 giorni lavorativi
Primo articoloEUR 76,80EUR 118,16
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