Object oriented data analysis

by Marron, James Stephen

Type Book

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Title Statements

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

Summary

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.

"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"

Edition Statements

Publication Date:2022

Publication Statements

Publisher(s):CRC Press, Taylor & Francis Group
Place of Publication:Boca Raton
Language:eng
Publication Date:2022

Notes

Literaturverzeichnis: Seite 371-415.

The Physical Object

Description:xii, 424 Seiten : Diagramme

Edition Identifiers

ISBN:9780815392828, 0815392826, 9781032114804, 1032114800
oclc:on1322435715
LC Classification:QA76.9.O35
Dewey Decimal:005.1/17

Subjects

Cluster-Analyse Data Science Datenstruktur Funktionale Datenanalyse Hauptkomponentenanalyse Object-oriented methods (Computer scien… Objektorientierung Quantitative research Statistics -- Methodology