A model of three-way decisions for Knowledge Harnessing

Autor: Juan Galán-Páez, Gonzalo A. Aranda-Corral, Joaquín Borrego-Díaz
Přispěvatelé: Universidad de Sevilla. Departamento de Ciencias de la Computación e Inteligencia Artificial
Rok vydání: 2020
Předmět:
Zdroj: idUS: Depósito de Investigación de la Universidad de Sevilla
Universidad de Sevilla (US)
idUS. Depósito de Investigación de la Universidad de Sevilla
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Popis: The present work introduces the Knowledge Harnessing, by showing its theoretical foundations as well as a three-way decision model to deal with it. The problem poses how to extract valid information about a specific context from conflicting or uncertain information received by a system (or agent). With this aim, forgetting variable operators are used to both characterize the problem from the logical point of view and provide a theoretical solution as an acceptance-rejection problem. Since the formalization is semantic in nature (it considers the models of the knowledge base that admit the extracted knowledge), general bounds are provided for acceptance-rejection evaluation on boundary region.
Databáze: OpenAIRE