Fisher-Based Inaccuracy Information Measure

Omid Kharazmi, Javier E. Contreras-Reyes, Narayanaswamy Balakrishnan

Research output: Contribution to journalArticlepeer-review

7 Scopus citations

Abstract

We introduce a new inaccuracy measure in terms of Fisher information. The proposed information measure is referred to as Fisher-based inaccuracy information (FBII) measure. Next, we examine some properties of this information measure and specifically examine it for escort and equilibrium distributions. Further, we propose Bayes-Fisher-based inaccuracy information (BFBII) measure and examine its connection to Kullback-Leibler and chi-square divergence measures. Moreover, in three different optimization problems, we show that the harmonic-mixture distribution gives optimal information based on BFBII measure. Some examples of FBII measure and escort density related to skew-normal and Student-t distributions are also illustrated, and then are applied to fish condition factor time series.

Original languageEnglish
Article number2550009
JournalFluctuation and Noise Letters
Volume24
Issue number2
DOIs
StatePublished - 1 Apr 2025

Keywords

  • Bayes-Fisher-based inaccuracy information
  • Chi-square divergence
  • Escort density
  • Fisher information
  • inaccuracy information measure
  • Kullback-Leibler divergence

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