Decisions with Limited Observations over a Finite Product Space: the Klir Effect

📝 Original Info

• Title: Decisions with Limited Observations over a Finite Product Space: the Klir Effect
• ArXiv ID: 1304.1132
• Date: 2013-04-05
• Authors: Researchers from original ArXiv paper

📝 Abstract

Probability estimation by maximum entropy reconstruction of an initial relative frequency estimate from its projection onto a hypergraph model of the approximate conditional independence relations exhibited by it is investigated. The results of this study suggest that use of this estimation technique may improve the quality of decisions that must be made on the basis of limited observations over a decomposable finite product space.

💡 Deep Analysis

Deep Dive into Decisions with Limited Observations over a Finite Product Space: the Klir Effect.

Probability estimation by maximum entropy reconstruction of an initial relative frequency estimate from its projection onto a hypergraph model of the approximate conditional independence relations exhibited by it is investigated. The results of this study suggest that use of this estimation technique may improve the quality of decisions that must be made on the basis of limited observations over a decomposable finite product space.

📄 Full Content

Reference