TY - GEN
T1 - Regular decision processes
T2 - 18th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2019
AU - Brafman, Ronen I.
AU - De Giacomo, Giuseppe
N1 - Publisher Copyright:
© 2019 International Foundation for Autonomous Agents and Multiagent Systems. All rights reserved.
PY - 2019/1/1
Y1 - 2019/1/1
N2 - We describe Regular Decision Processes (RDPs) a model in between MDPs and POMDPs. Like in POMDPs, the effect of an action may depend on the entire history of actions and observations, but this dependence is restricted to regular functions only. This makes RDP a tractable, yet rich model, that does not hypothesize hidden state, and could possibly be useful for learning dynamic systems.
AB - We describe Regular Decision Processes (RDPs) a model in between MDPs and POMDPs. Like in POMDPs, the effect of an action may depend on the entire history of actions and observations, but this dependence is restricted to regular functions only. This makes RDP a tractable, yet rich model, that does not hypothesize hidden state, and could possibly be useful for learning dynamic systems.
UR - http://www.scopus.com/inward/record.url?scp=85076917395&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85076917395
T3 - Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
SP - 1844
EP - 1846
BT - 18th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2019
PB - International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
Y2 - 13 May 2019 through 17 May 2019
ER -