{"title":"同步马尔可夫决策过程的边界","authors":"L. Doyen, Marie van den Bogaard","doi":"10.48550/arXiv.2204.12814","DOIUrl":null,"url":null,"abstract":". We consider Markov decision processes with synchronizing objectives, which require that a probability mass of 1 − ε accumulates in a designated set of target states, either once, always, infinitely often, or always from some point on, where ε = 0 for sure synchronizing, and ε → 0 for almost-sure and limit-sure synchronizing. We introduce two new qualitative modes of synchronizing, where the probability mass should be either positive , or bounded away from 0. They can be viewed as dual synchronizing objectives. We present al-gorithms and tight complexity results for the problem of deciding if a Markov decision process is positive, or bounded synchronizing, and we provide explicit bounds on ε in all synchronizing modes. In particular, we show that deciding positive and bounded synchronizing always from some point on, is coNP-complete.","PeriodicalId":319321,"journal":{"name":"Computer Science Symposium in Russia","volume":"18 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Bounds for Synchronizing Markov Decision Processes\",\"authors\":\"L. Doyen, Marie van den Bogaard\",\"doi\":\"10.48550/arXiv.2204.12814\",\"DOIUrl\":null,\"url\":null,\"abstract\":\". We consider Markov decision processes with synchronizing objectives, which require that a probability mass of 1 − ε accumulates in a designated set of target states, either once, always, infinitely often, or always from some point on, where ε = 0 for sure synchronizing, and ε → 0 for almost-sure and limit-sure synchronizing. We introduce two new qualitative modes of synchronizing, where the probability mass should be either positive , or bounded away from 0. They can be viewed as dual synchronizing objectives. We present al-gorithms and tight complexity results for the problem of deciding if a Markov decision process is positive, or bounded synchronizing, and we provide explicit bounds on ε in all synchronizing modes. In particular, we show that deciding positive and bounded synchronizing always from some point on, is coNP-complete.\",\"PeriodicalId\":319321,\"journal\":{\"name\":\"Computer Science Symposium in Russia\",\"volume\":\"18 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-04-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computer Science Symposium in Russia\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.48550/arXiv.2204.12814\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computer Science Symposium in Russia","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.48550/arXiv.2204.12814","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Bounds for Synchronizing Markov Decision Processes
. We consider Markov decision processes with synchronizing objectives, which require that a probability mass of 1 − ε accumulates in a designated set of target states, either once, always, infinitely often, or always from some point on, where ε = 0 for sure synchronizing, and ε → 0 for almost-sure and limit-sure synchronizing. We introduce two new qualitative modes of synchronizing, where the probability mass should be either positive , or bounded away from 0. They can be viewed as dual synchronizing objectives. We present al-gorithms and tight complexity results for the problem of deciding if a Markov decision process is positive, or bounded synchronizing, and we provide explicit bounds on ε in all synchronizing modes. In particular, we show that deciding positive and bounded synchronizing always from some point on, is coNP-complete.