---
_id: '5429'
abstract:
- lang: eng
text: "We consider Markov decision processes (MDPs) with multiple limit-average
(or mean-payoff) objectives. \r\nThere have been two different views: (i) the
expectation semantics, where the goal is to optimize the expected mean-payoff
objective, and (ii) the satisfaction semantics, where the goal is to maximize
the probability of runs such that the mean-payoff value stays above a given vector.
\ \r\nWe consider the problem where the goal is to optimize the expectation under
the constraint that the satisfaction semantics is ensured, and thus consider a
generalization that unifies the existing semantics.\r\nOur problem captures the
notion of optimization with respect to strategies that are risk-averse (i.e.,
ensures certain probabilistic guarantee).\r\nOur main results are algorithms for
the decision problem which are always polynomial in the size of the MDP. We also
show that an approximation of the Pareto-curve can be computed in time polynomial
in the size of the MDP, and the approximation factor, but exponential in the number
of dimensions.\r\nFinally, we present a complete characterization of the strategy
complexity (in terms of memory bounds and randomization) required to solve our
problem."
alternative_title:
- IST Austria Technical Report
author:
- first_name: Krishnendu
full_name: Chatterjee, Krishnendu
id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
last_name: Chatterjee
orcid: 0000-0002-4561-241X
- first_name: Zuzana
full_name: Komarkova, Zuzana
last_name: Komarkova
- first_name: Jan
full_name: Kretinsky, Jan
id: 44CEF464-F248-11E8-B48F-1D18A9856A87
last_name: Kretinsky
orcid: 0000-0002-8122-2881
citation:
ama: Chatterjee K, Komarkova Z, Kretinsky J. *Unifying Two Views on Multiple Mean-Payoff
Objectives in Markov Decision Processes*. IST Austria; 2015. doi:10.15479/AT:IST-2015-318-v1-1
apa: Chatterjee, K., Komarkova, Z., & Kretinsky, J. (2015). *Unifying two
views on multiple mean-payoff objectives in Markov decision processes*. IST
Austria. https://doi.org/10.15479/AT:IST-2015-318-v1-1
chicago: Chatterjee, Krishnendu, Zuzana Komarkova, and Jan Kretinsky. *Unifying
Two Views on Multiple Mean-Payoff Objectives in Markov Decision Processes*.
IST Austria, 2015. https://doi.org/10.15479/AT:IST-2015-318-v1-1.
ieee: K. Chatterjee, Z. Komarkova, and J. Kretinsky, *Unifying two views on multiple
mean-payoff objectives in Markov decision processes*. IST Austria, 2015.
ista: Chatterjee K, Komarkova Z, Kretinsky J. 2015. Unifying two views on multiple
mean-payoff objectives in Markov decision processes, IST Austria, 41p.
mla: Chatterjee, Krishnendu, et al. *Unifying Two Views on Multiple Mean-Payoff
Objectives in Markov Decision Processes*. IST Austria, 2015, doi:10.15479/AT:IST-2015-318-v1-1.
short: K. Chatterjee, Z. Komarkova, J. Kretinsky, Unifying Two Views on Multiple
Mean-Payoff Objectives in Markov Decision Processes, IST Austria, 2015.
date_created: 2018-12-12T11:39:17Z
date_published: 2015-01-12T00:00:00Z
date_updated: 2021-01-12T08:02:15Z
day: '12'
ddc:
- '004'
department:
- _id: KrCh
doi: 10.15479/AT:IST-2015-318-v1-1
file:
- access_level: open_access
checksum: e4869a584567c506349abda9c8ec7db3
content_type: application/pdf
creator: system
date_created: 2018-12-12T11:54:11Z
date_updated: 2020-07-14T12:46:52Z
file_id: '5533'
file_name: IST-2015-318-v1+1_main.pdf
file_size: 689863
relation: main_file
file_date_updated: 2020-07-14T12:46:52Z
has_accepted_license: '1'
language:
- iso: eng
month: '01'
oa: 1
oa_version: Published Version
page: '41'
publication_identifier:
issn:
- 2664-1690
publication_status: published
publisher: IST Austria
pubrep_id: '318'
related_material:
record:
- id: '466'
relation: later_version
status: public
- id: '1657'
relation: later_version
status: public
- id: '5435'
relation: later_version
status: public
status: public
title: Unifying two views on multiple mean-payoff objectives in Markov decision processes
type: technical_report
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2015'
...