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@inproceedings{1649046, author = {Křetínský, Jan and Meggendorfer, Tobias}, address = {Dagstuhl}, booktitle = {30th International Conference on Concurrency Theory (CONCUR 2019)}, doi = {http://dx.doi.org/10.4230/LIPIcs.CONCUR.2019.5}, keywords = {Partial Exploration; Markov Decision Processes; Verification}, howpublished = {elektronická verze "online"}, language = {eng}, location = {Dagstuhl}, isbn = {978-3-95977-121-4}, pages = {1-17}, publisher = {Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik}, title = {Of Cores: A Partial-Exploration Framework for Markov Decision Processes}, year = {2019} }
TY - JOUR ID - 1649046 AU - Křetínský, Jan - Meggendorfer, Tobias PY - 2019 TI - Of Cores: A Partial-Exploration Framework for Markov Decision Processes PB - Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik CY - Dagstuhl SN - 9783959771214 KW - Partial Exploration KW - Markov Decision Processes KW - Verification N2 - We introduce a framework for approximate analysis of Markov decision processes (MDP) with bounded-, unbounded-, and infinite-horizon properties. The main idea is to identify a "core" of an MDP, i.e., a subsystem where we provably remain with high probability, and to avoid computation on the less relevant rest of the state space. Although we identify the core using simulations and statistical techniques, it allows for rigorous error bounds in the analysis. Consequently, we obtain efficient analysis algorithms based on partial exploration for various settings, including the challenging case of strongly connected systems. ER -
KŘETÍNSKÝ, Jan and Tobias MEGGENDORFER. Of Cores: A Partial-Exploration Framework for Markov Decision Processes. Online. In \textit{30th International Conference on Concurrency Theory (CONCUR 2019)}. Dagstuhl: Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik, 2019, p.~1-17. ISBN~978-3-95977-121-4. Available from: https://dx.doi.org/10.4230/LIPIcs.CONCUR.2019.5.
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