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Multivariate Dispersion, Central Regions, and Depth
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Multivariate Dispersion, Central Regions, and Depth

Multivariate Dispersion, Central Regions, and Depth

The Lift Zonoid Approach

Karl Mosler - Collection Lecture Notes in Statistics

306 pages, parution le 05/09/2002

Résumé

The lift zonoid approach is based on a new representation of probability measures: a d-variate probability measure is represented by a convex set, its lift zonoid. First, lift zonoids are useful in data analysis to describe an empirical distribution by central (so- called trimmed) regions. They give rise to a concept of data depth related to the mean which is also useful in nonparametric tests for location and scale. Second, for comparing random vectors, the set inclusion of lift zonoids defines a stochastic order that reflects the dispersion of random vectors. This has many applications to stochastic comparison problems in economics and other fields.

This monograph ves the first account in book form of the theory of lift zonoids and demonstrates its usefulness in multivariate analysis. Chapter 1 offers the reader an informal introduction to basic ideas, Chapter 2 presents a comprehensive investigation into the theory. The remaining seven chapters treat various applications of the lift zonoid approach and may be separately studied. Readers are assumed to have a firm grounding in probability at the graduate level.

L'auteur - Karl Mosler

Mosler, K., Universität zu Köln, Germany
Karl Mosler is Professor of Statistics and Econometrics at the University of Cologne. He is Editor of the Allgemeines Statistisches Archive, Journal of the German Statistical Society, and has authored numerous research articles and four books (all with Springer-Verlag) in statistics and operations research.

Sommaire

  • Introduction
  • Zonoids and lift zonoids
  • Central regions
  • Data depth
  • Inference based on data depth
  • Depth of hyperplanes
  • Volume statistics
  • Orderings and indices of dispersion
  • Measuring economic disparity and concentration.
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Caractéristiques techniques

  PAPIER
Éditeur(s) Springer
Auteur(s) Karl Mosler
Collection Lecture Notes in Statistics
Parution 05/09/2002
Nb. de pages 306
Format 15,5 x 23,5
Couverture Broché
Poids 458g
Intérieur Noir et Blanc
EAN13 9780387954127
ISBN13 978-0-387-95412-7

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