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POMDP

swMATH ID:	3204
Software Authors:	Cassandra, Anthony R.
Description:	Partially Observable Markov Decision Process (POMDP). The ’pomdp-solve’ program solves problems that are formulated as partially observable Markov decision processes, a.k.a. POMDPs. It uses the basic dynamic programming approach for all algorithms, solving one stage at a time working backwards in time. It does finite horizon problems with or without discounting. It will stop solving if the answer is within a tolerable range of the infinite horizon answer, and there are a couple of different stopping conditions (requires a discount factor less than 1.0). Alternatively you can solve a finite horizon problem for some fixed horizon length. The code actually implements a number of POMDP solution algorithms
Homepage:	http://www.pomdp.org/pomdp/code/index.shtml
Related Software:	PRISM; Storm; Adam; Jani; z3; RMSprop; GitHub; ZMDP; Graphviz; Reluplex; Safety Gym; QT-Opt; IMPALA; Horizon; TEXPLORE; Alpaga
Cited in:	26 Publications
Further Publications:	http://www.pomdp.org/pomdp/papers/index.shtml

all top 5

3	Junges, Sebastian
2	Chatterjee, Krishnendu
2	Chmelík, Martin
2	Jansen, Nils
2	Katoen, Joost-Pieter
2	Norman, Gethin
2	Zou, Xueyi
1	Ayer, Turgay
1	Baier, Christel
1	Belle, Vaishak
1	Bernstein, Daniel S.
1	Bertrand, Nathalie
1	Busemeyer, Jerome R.
1	Carr, Steven
1	Češka, Milan
1	Diéguez, Amador R.
1	Dulac-Arnold, Gabriel
1	Fernández, Joaquín L.
1	Givan, Robert L.
1	Goldsmith, Judy
1	Gordon, Geoff
1	Gouberman, Alexander
1	Gowal, Sven
1	Größer, Marcus
1	Guerreiro, Sérgio Luís Proença Duarte
1	Heck, Linus
1	Hensel, Christian
1	Hester, Todd
1	Immerman, Neil
1	Jiang, Ruiwei
1	Kim, Donggun
1	Kıvanç, İpek
1	Lee, Gilwon
1	Levine, Nir
1	Li, Jerry
1	Li, Yanjie
1	Lusena, Christopher
1	Mankowitz, Daniel J.
1	Moerman, Joshua
1	Mundhenk, Martin
1	Nakao, Hideaki
1	Özgür-Ünlüakın, Demet
1	Paduraru, Cosmin
1	Pleskac, Timothy J.
1	Roy, Nicholas
1	Sanz, Rafael
1	Seo, Junyeong
1	Seshia, Sanjit Arunkumar
1	Shen, Siqian
1	Siegle, Markus
1	Simmons, Reid G.
1	Spaan, Matthijs T. J.
1	Spel, Jip
1	Sung, Youngchul
1	Thrun, Sebastian
1	Topcu, Ufuk
1	Tracol, Mathieu
1	Treszkai, Laszlo
1	Vlassis, Nikos
1	Xi, Hongsheng
1	Yin, Baoqun
1	Zhang, Hao
1	Zhang, Nevin Lianwen
1	Zhang, Weihong
1	Zilberstein, Shlomo

all top 5

5	The Journal of Artificial Intelligence Research (JAIR)
1	Artificial Intelligence
1	Journal of Computer and System Sciences
1	Journal of Mathematical Psychology
1	Mathematics of Operations Research
1	Operations Research
1	International Journal of Approximate Reasoning
1	Formal Aspects of Computing
1	Annals of Operations Research
1	Real-Time Systems
1	Machine Learning
1	IEEE Transactions on Signal Processing
1	European Journal of Operational Research
1	SIAM Journal on Optimization
1	Journal of Heuristics
1	SN Operations Research Forum

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18	Computer science (68-XX)
13	Operations research, mathematical programming (90-XX)
3	Systems theory; control (93-XX)
2	Probability theory and stochastic processes (60-XX)
1	Mathematical logic and foundations (03-XX)
1	Information and communication theory, circuits (94-XX)