000 02820nam a22005535i 4500
001 978-3-319-28929-8
003 DE-He213
005 20200421111852.0
007 cr nn 008mamaa
008 160603s2016 gw | s |||| 0|eng d
020 _a9783319289298
_9978-3-319-28929-8
024 7 _a10.1007/978-3-319-28929-8
_2doi
050 4 _aQ334-342
050 4 _aTJ210.2-211.495
072 7 _aUYQ
_2bicssc
072 7 _aTJFM1
_2bicssc
072 7 _aCOM004000
_2bisacsh
082 0 4 _a006.3
_223
100 1 _aOliehoek, Frans A.
_eauthor.
245 1 2 _aA Concise Introduction to Decentralized POMDPs
_h[electronic resource] /
_cby Frans A. Oliehoek, Christopher Amato.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2016.
300 _aXX, 134 p. 36 illus., 22 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSpringerBriefs in Intelligent Systems, Artificial Intelligence, Multiagent Systems, and Cognitive Robotics,
_x2196-548X
505 0 _aMultiagent Systems Under Uncertainty -- The Decentralized POMDP Framework -- Finite-Horizon Dec-POMDPs -- Exact Finite-Horizon Planning Methods -- Approximate and Heuristic Finite-Horizon Planning Methods -- Infinite-Horizon Dec-POMDPs -- Infinite-Horizon Planning Methods: Discounted Cumulative Reward -- Infinite-Horizon Planning Methods: Average Reward -- Further Topics.
520 _aThis book introduces multiagent planning under uncertainty as formalized by decentralized partially observable Markov decision processes (Dec-POMDPs). The intended audience is researchers and graduate students working in the fields of artificial intelligence related to sequential decision making: reinforcement learning, decision-theoretic planning for single agents, classical multiagent planning, decentralized control, and operations research. .
650 0 _aComputer science.
650 0 _aArtificial intelligence.
650 0 _aMathematical optimization.
650 0 _aControl engineering.
650 0 _aRobotics.
650 0 _aMechatronics.
650 1 4 _aComputer Science.
650 2 4 _aArtificial Intelligence (incl. Robotics).
650 2 4 _aControl, Robotics, Mechatronics.
650 2 4 _aOptimization.
700 1 _aAmato, Christopher.
_eauthor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783319289274
830 0 _aSpringerBriefs in Intelligent Systems, Artificial Intelligence, Multiagent Systems, and Cognitive Robotics,
_x2196-548X
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-319-28929-8
912 _aZDB-2-SCS
942 _cEBK
999 _c56181
_d56181