Minimizing Expected Termination Time in One-Counter Markov Decision Processes
Authors | |
---|---|
Year of publication | 2012 |
Type | Article in Proceedings |
Conference | Proceedings of 39th International Colloquium on Automata, Languages and Programming (ICALP 2012) |
MU Faculty or unit | |
Citation | |
Doi | http://dx.doi.org/10.1007/978-3-642-31585-5_16 |
Field | Informatics |
Keywords | one-counter automata; markov decision processes |
Attached files | |
Description | We consider the problem of computing the value and an optimal strategy for minimizing the expected termination time in one-counter Markov decision processes. Since the value may be irrational and an optimal strategy may be rather complicated, we concentrate on the problems of approximating the value up to a given error epsilon > 0 and computing a finite representation of an epsilon-optimal strategy. We show that these problems are solvable in exponential time for a given configuration, and we also show that they are computationally hard in the sense that a polynomial-time approximation algorithm cannot exist unless P=NP. |
Related projects: |