Learning Weighted Assumptions for Compositional Verification of Markov Decision Processes
文献类型：期刊论文
| 作者 | He, F ; Gao, XW ; Wang, MF ; Wang, BY ; Zhang, LJ |
| 刊名 | ACM TRANSACTIONS ON SOFTWARE ENGINEERING AND METHODOLOGY
 |
| 出版日期 | 2016 |
| 卷号 | 25期号:3 |
| 关键词 | Compositional verification probabilistic model checking algorithmic learning |
| ISSN号 | 1049-331X |
| 中文摘要 | Probabilistic models are widely deployed in various systems. To ensure their correctness, verification techniques have been developed to analyze probabilistic systems. We propose the first sound and complete learning-based compositional verification technique for probabilistic safety properties on concurrent systems where each component is an Markov decision process. Different from previous works, weighted assumptions are introduced to attain completeness of our framework. Since weighted assumptions can be implicitly represented by multiterminal binary decision diagrams (MTBDDs),we give an L*-based learning algorithm for MTBDDs to infer weighted assumptions. Experimental results suggest promising outlooks for our compositional technique. |
| 英文摘要 | Probabilistic models are widely deployed in various systems. To ensure their correctness, verification techniques have been developed to analyze probabilistic systems. We propose the first sound and complete learning-based compositional verification technique for probabilistic safety properties on concurrent systems where each component is an Markov decision process. Different from previous works, weighted assumptions are introduced to attain completeness of our framework. Since weighted assumptions can be implicitly represented by multiterminal binary decision diagrams (MTBDDs),we give an L*-based learning algorithm for MTBDDs to infer weighted assumptions. Experimental results suggest promising outlooks for our compositional technique. |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000382754000002 |
| 公开日期 | 2016-12-09 |
| 源URL | [http://ir.iscas.ac.cn/handle/311060/17312]  |
| 专题 | 软件研究所_软件所图书馆_期刊论文 |
| 推荐引用方式 GB/T 7714 | He, F,Gao, XW,Wang, MF,et al. Learning Weighted Assumptions for Compositional Verification of Markov Decision Processes[J]. ACM TRANSACTIONS ON SOFTWARE ENGINEERING AND METHODOLOGY,2016,25(3). |
| APA | He, F,Gao, XW,Wang, MF,Wang, BY,&Zhang, LJ.(2016).Learning Weighted Assumptions for Compositional Verification of Markov Decision Processes.ACM TRANSACTIONS ON SOFTWARE ENGINEERING AND METHODOLOGY,25(3). |
| MLA | He, F,et al."Learning Weighted Assumptions for Compositional Verification of Markov Decision Processes".ACM TRANSACTIONS ON SOFTWARE ENGINEERING AND METHODOLOGY 25.3(2016). |
入库方式： OAI收割
来源：软件研究所
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