Some New Performance Criteria in Robust Statistical - Small Sample Robustness

Abstract

In this paper the analysis of estimates operating on dependent data is considered. Special dependent data structures are considered and the analysis is made for three different choices of contamination and performance distance measures. For contamination and performance measures both being Levy (Hampel model), an analysis that is particularly oriented toward fast convergence of the estimate to value that is stable (robust) inside the contaminated family is undertaken. The minimum sample size to satisfy certain performance is investigated and it is found that the problem reduces to finding continuous, absolutely bounded estimates with logarithms of their moment generating function slowly increasing with the absolute value of the argument for all data distributions considered.

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Document Details

Document Type
Technical Report
Publication Date
Jan 01, 1977
Accession Number
ADA035355

Entities

People

  • P. Papantoni-kazakos

Organizations

  • Rice University

Tags

DTIC Thesaurus Topics

  • Contamination
  • Convergence

Fields of Study

  • Mathematics

Readers

  • Statistical inference.
  • Systems Analysis and Design