Accession Number : ADA294104
Title : Improving the Comprehensibility, Accuracy, and Generality of Reactive Plans,
Corporate Author : NAVY CENTER FOR APPLIED RESEARCH IN ARTIFICIAL INTELLIGENCE WASHINGTON DC
Personal Author(s) : Gordon, Diana F.
PDF Url : ADA294104
Report Date : 1995
Pagination or Media Count : 10
Abstract : This paper describes a method for improving the comprehensibility, accuracy, and generality of reactive plans. A reactive plan is a set of reactive rules. Our method involves two phases, formulate explanations of execution traces, and generate new reactive rules from the explanations. The explanation phase involves translating the execution trace of a reactive planner into an abstract language, and then using Explanation Based Learning to identify general strategies within the abstract trace. The rule generation phase consists of taking a subset of the explanations and using these explanations to generate a set of new reactive rules to add to the original set for the purpose of performance improvement. (AN)
Descriptors : *RULE BASED SYSTEMS, *LEARNING, ALGORITHMS, COMPUTERIZED SIMULATION, SCENARIOS, OPTIMIZATION, STRATEGY, COMPARISON, REASONING, ACCURACY, LEARNING MACHINES, REACTIVITIES, PROBLEM SOLVING, RELIABILITY, PLANNING, DECISION THEORY, HEURISTIC METHODS, KNOWLEDGE BASED SYSTEMS, SYSTEMS ANALYSIS, HIGH LEVEL LANGUAGES, EXECUTIVE ROUTINES.
Subject Categories : Cybernetics
Distribution Statement : APPROVED FOR PUBLIC RELEASE