{"title":"基于桶树的自动推理算法","authors":"Chunling Hu, Gang Lv, Xiaofeng Wang","doi":"10.23919/IConAC.2018.8749047","DOIUrl":null,"url":null,"abstract":"Both bucket elimination algorithm and junction tree reasoning algorithm are popular automated reasoning algorithms. In this paper, a new junction tree reasoning (JTR) algorithm is proposed to improve efficiency of message propagation through the junction tree. In addition, based on JTR algorithm and bucket elimination algorithm, a bucket-junction-tree reasoning (BJTR) algorithm is proposed to improve inefficiency of multi-task automated reasoning of classical bucket elimination(BE) algorithm. Compared with the homogenous bucket-tree elimination (BTE) algorithm, the proposed algorithm BJTR can effectively improve time performance while space performance decreases a little. Furthermore, compared with classical bucket elimination algorithm, BJTR effectively improves time performance with a slightly lower space performance for multi-task automated reasoning. Finally, both examples and experiments demonstrate that BJTR algorithm can effectively improve time performance for multi-task reasoning.","PeriodicalId":121030,"journal":{"name":"2018 24th International Conference on Automation and Computing (ICAC)","volume":"53 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A Bucket-Tree Based Algorithm for Automated Reasoning\",\"authors\":\"Chunling Hu, Gang Lv, Xiaofeng Wang\",\"doi\":\"10.23919/IConAC.2018.8749047\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Both bucket elimination algorithm and junction tree reasoning algorithm are popular automated reasoning algorithms. In this paper, a new junction tree reasoning (JTR) algorithm is proposed to improve efficiency of message propagation through the junction tree. In addition, based on JTR algorithm and bucket elimination algorithm, a bucket-junction-tree reasoning (BJTR) algorithm is proposed to improve inefficiency of multi-task automated reasoning of classical bucket elimination(BE) algorithm. Compared with the homogenous bucket-tree elimination (BTE) algorithm, the proposed algorithm BJTR can effectively improve time performance while space performance decreases a little. Furthermore, compared with classical bucket elimination algorithm, BJTR effectively improves time performance with a slightly lower space performance for multi-task automated reasoning. Finally, both examples and experiments demonstrate that BJTR algorithm can effectively improve time performance for multi-task reasoning.\",\"PeriodicalId\":121030,\"journal\":{\"name\":\"2018 24th International Conference on Automation and Computing (ICAC)\",\"volume\":\"53 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 24th International Conference on Automation and Computing (ICAC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.23919/IConAC.2018.8749047\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 24th International Conference on Automation and Computing (ICAC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.23919/IConAC.2018.8749047","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A Bucket-Tree Based Algorithm for Automated Reasoning
Both bucket elimination algorithm and junction tree reasoning algorithm are popular automated reasoning algorithms. In this paper, a new junction tree reasoning (JTR) algorithm is proposed to improve efficiency of message propagation through the junction tree. In addition, based on JTR algorithm and bucket elimination algorithm, a bucket-junction-tree reasoning (BJTR) algorithm is proposed to improve inefficiency of multi-task automated reasoning of classical bucket elimination(BE) algorithm. Compared with the homogenous bucket-tree elimination (BTE) algorithm, the proposed algorithm BJTR can effectively improve time performance while space performance decreases a little. Furthermore, compared with classical bucket elimination algorithm, BJTR effectively improves time performance with a slightly lower space performance for multi-task automated reasoning. Finally, both examples and experiments demonstrate that BJTR algorithm can effectively improve time performance for multi-task reasoning.