Multivariate Data Analysis [E-Book] / by Fionn Murtagh, André Heck.
Murtagh, Fionn, (author)
Heck, André, (author)
Dordrecht : Springer, 1987
224 p. online resource.
englisch
9789400937895
10.1007/978-94-009-3789-5
Astrophysics and Space Science Library, A Series of Books on the Recent Developments of Space Science and of General Geophysics and Astrophysics Published in Connection with the Journal Space Science Reviews ; 131
Full Text
Table of Contents:
  • 1 Data Coding and Initial Treatment
  • 1.1 The Problem
  • 1.2 Mathematical Description
  • 1.3 Examples and Bibliography
  • 2 Principal Components Analysis
  • 2.1 The Problem
  • 2.2 Mathematical Description
  • 2.3 Examples and Bibliography
  • 2.4 Software and Sample Implementation
  • 3 Cluster Analysis
  • 3.1 The Problem
  • 3.2 Mathematical Description
  • 3.3 Examples and Bibliography
  • 3.4 Software and Sample Implementation
  • 4 Discriminant Analysis
  • 4.1 The Problem
  • 4.2 Mathematical Description
  • 4.3 Examples and Bibliography
  • 4.4 Software and Sample Implementation
  • 5 Other Methods
  • 5.1 The Problems
  • 5.2 Correspondence Analysis
  • 5.3 Principal Coordinates Analysis
  • 5.4 Canonical Correlation Analysis
  • 5.5 Regression Analysis
  • 5.6 Examples and Bibliography
  • 6 Case Study: IUE Low Dispersion Spectra
  • 6.1 Presentation
  • 6.2 The IUE Satellite and its Data
  • 6.3 The Astrophysical Context
  • 6.4 Selection of the Sample
  • 6.5 Definition of the Variables
  • 6.6 Spectral Features
  • 6.7 Multivariate Analyses
  • 7 Conclusion: Strategies for Analysing Data
  • 7.1 Objectives of Multivariate Methods
  • 7.2 Types of Input Data
  • 7.3 Strategies of Analysis
  • General References.