{"title":"Value-Based Reasoning in Autonomous Agents","authors":"Tomasz Zurek, Michail Mokkas","doi":"10.2991/ijcis.d.210203.001","DOIUrl":null,"url":null,"abstract":"The issue of decision-making of autonomous agents constitutes the current work topic for many researchers. In this paper we propose to extend the existing model of value-based teleological reasoning by a new, numerical manner of representation of the level of value promotion. The authors of the paper present and discuss proofs of compatibility of both previous and current models, a formalmechanism of conversion of the parameters of the autonomous device into the levels of promotion of values, the mechanism of integration with machine learning approaches, and a comprehensive argumentation-based reasoning mechanism allowing for making decisions.","PeriodicalId":13602,"journal":{"name":"Int. J. Comput. Intell. Syst.","volume":"14 1","pages":"896-921"},"PeriodicalIF":0.0000,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Int. J. Comput. Intell. Syst.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2991/ijcis.d.210203.001","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
The issue of decision-making of autonomous agents constitutes the current work topic for many researchers. In this paper we propose to extend the existing model of value-based teleological reasoning by a new, numerical manner of representation of the level of value promotion. The authors of the paper present and discuss proofs of compatibility of both previous and current models, a formalmechanism of conversion of the parameters of the autonomous device into the levels of promotion of values, the mechanism of integration with machine learning approaches, and a comprehensive argumentation-based reasoning mechanism allowing for making decisions.