{"title":"Action selection in interactive model-based diagnosis","authors":"J.-S. Chen, S. Srihari","doi":"10.1109/CAIA.1992.200012","DOIUrl":null,"url":null,"abstract":"The authors developed a probabilistic diagnosis theory that incorporates probabilistic reasoning into model-based diagnosis. In addition to the structural and functional information normally used in model-based diagnosis, probabilities of component failure are also used to solve the two major subtasks of interactive model-based diagnosis: hypothesis generation and action selection. The authors describe the action selection strategy based on this probabilistic theory. The major contributions are the incorporation of probabilistic reasoning into model-based diagnosis and the integration of repair as a part of diagnosis.<<ETX>>","PeriodicalId":388685,"journal":{"name":"Proceedings Eighth Conference on Artificial Intelligence for Applications","volume":" 22","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1992-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings Eighth Conference on Artificial Intelligence for Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CAIA.1992.200012","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 7
Abstract
The authors developed a probabilistic diagnosis theory that incorporates probabilistic reasoning into model-based diagnosis. In addition to the structural and functional information normally used in model-based diagnosis, probabilities of component failure are also used to solve the two major subtasks of interactive model-based diagnosis: hypothesis generation and action selection. The authors describe the action selection strategy based on this probabilistic theory. The major contributions are the incorporation of probabilistic reasoning into model-based diagnosis and the integration of repair as a part of diagnosis.<>