Object oriented data analysis

Object oriented data analysis

by Marron, James Stephen

Type Book
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"Object Oriented Data Analysis (OODA) provides a useful general framework for the consideration of many types of Complex Data. It is deliberately intended to be particularly useful in the analysis of data in complicated situations which are typically not easily represented as an unconstrained matrix of numbers"--

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Title Statements

  • Full title :Object oriented data analysis / J. S. Marron and Ian L. Dryden.

Summary

"Object Oriented Data Analysis (OODA) provides a useful general framework for the consideration of many types of Complex Data. It is deliberately intended to be particularly useful in the analysis of data in complicated situations which are typically not easily represented as an unconstrained matrix of numbers"--

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Edition Statements

  • Publication Date:©2022

Publication Statements

  • Publisher(s):CRC Press
  • Place of Publication:Boca Raton, FL
  • Language:eng
  • Publication Date:©2022

The Physical Object

  • Description:xii, 424 pages : : illustrations (chiefly color) ; : 25 cm.

Edition Identifiers

  • ISBN:9780815392828, 0815392826, 9781032114804, 1032114800
  • oclc:on1268122935
  • LC Classification:QA76.9.O35
  • Dewey Decimal:005.1/17

Table of Contents

What is OODA? -- Breadth of OODA -- Data object definition -- exploratory and confirmatory analyses -- OODA P -- Data visualization -- Distance based methods -- Manifold data analysis -- FDA Curve Registration -- Graph structured data objects -- Classification -- supervised learning -- Clustering -- unsupervised learning -- High dimensional inference -- High dimensional asymptotics -- Smoothing and SiZer -- Robust methods -- PCA details and variants -- OODA context and related areas.

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