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Volumn WS-08-01, Issue , 2008, Pages 55-60

Hierarchical POMDP controller optimization by likelihood maximization

Author keywords

[No Author keywords available]

Indexed keywords

CONTROLLER OPTIMIZATION; DYNAMIC BAYESIAN NETWORK; HIERARCHICAL STRUCTURES; MAXIMUM LIKELIHOOD APPROACHES; NONCONVEX OPTIMIZATION; OPTIMIZATION PROBLEMS; PLANNING PROBLEM; REAL-WORLD PROBLEM;

EID: 66149171506     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (6)

References (15)
  • 1
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    • Amato, C.; Bernstein, D.; and Zilberstein, S. 2007. Solving POMDPs using quadratically constrained linear programs. In IJCAI, 2418-2424.
    • (2007) IJCAI , pp. 2418-2424
    • Amato, C.1    Bernstein, D.2    Zilberstein, S.3
  • 2
    • 9444288081 scopus 로고    scopus 로고
    • Stochastic local search for POMDP controllers
    • Braziunas, D., and Boutilier, C. 2004. Stochastic local search for POMDP controllers. In AAAI, 690-696.
    • (2004) AAAI , pp. 690-696
    • Braziunas, D.1    Boutilier, C.2
  • 3
    • 77954761115 scopus 로고    scopus 로고
    • Automated hierarchy discovery for planning in partially observable environments
    • Charlin, L.; Poupart, P.; and Shioda, R. 2006. Automated hierarchy discovery for planning in partially observable environments. In NIPS, 225-232.
    • (2006) NIPS , pp. 225-232
    • Charlin, L.1    Poupart, P.2    Shioda, R.3
  • 5
    • 27344455577 scopus 로고    scopus 로고
    • Synthesis of hierarchical finite-state controllers for POMDPs
    • Hansen, E., and Zhou, R. 2003. Synthesis of hierarchical finite-state controllers for POMDPs. In ICAPS, 113-122.
    • (2003) ICAPS , pp. 113-122
    • Hansen, E.1    Zhou, R.2
  • 6
    • 84898987770 scopus 로고    scopus 로고
    • An improved policy iteration algorithm for partially observable MDPs
    • Hansen, E. 1998. An improved policy iteration algorithm for partially observable MDPs. In NIPS.
    • (1998) NIPS
    • Hansen, E.1
  • 7
    • 66149185026 scopus 로고    scopus 로고
    • Hoey, J.; von Bertoldi, A.; Poupart, P.; and Mihailidis, A. 2007. Assisting persons with dementia during handwashing using a partially observable Markov decision process. In ICVS.
    • Hoey, J.; von Bertoldi, A.; Poupart, P.; and Mihailidis, A. 2007. Assisting persons with dementia during handwashing using a partially observable Markov decision process. In ICVS.
  • 8
    • 33646430192 scopus 로고    scopus 로고
    • Learning finite-state controllers for partially observable environments
    • Meuleau, N.; Peshkin, L.; Kim, K.-E.; and Kaelbling, L. 1999. Learning finite-state controllers for partially observable environments. In UAI, 427-436.
    • (1999) UAI , pp. 427-436
    • Meuleau, N.1    Peshkin, L.2    Kim, K.-E.3    Kaelbling, L.4
  • 9
    • 0242698095 scopus 로고    scopus 로고
    • Linear time inference in hierarchical HMMs
    • Murphy, K., and Paskin, M. 2001. Linear time inference in hierarchical HMMs. In NIPS.
    • (2001) NIPS
    • Murphy, K.1    Paskin, M.2
  • 10
    • 0002788893 scopus 로고    scopus 로고
    • A view of the EM algorithm that justifies incremental, sparse, and other variants
    • Jordan, M. I, ed, Kluwer
    • Neal, R., and Hinton, G. 1998. A view of the EM algorithm that justifies incremental, sparse, and other variants. In Jordan, M. I., ed., Learning in Graphical Models. Kluwer.
    • (1998) Learning in Graphical Models
    • Neal, R.1    Hinton, G.2
  • 11
    • 20444478005 scopus 로고    scopus 로고
    • Policy-contingent abstraction for robust robot control
    • Pineau, J.; Gordon, G.; and Thrun, S. 2003. Policy-contingent abstraction for robust robot control. In UAI, 477-484.
    • (2003) UAI , pp. 477-484
    • Pineau, J.1    Gordon, G.2    Thrun, S.3
  • 13
    • 33745673007 scopus 로고    scopus 로고
    • Bounded finite state controllers
    • Poupart, P., and Boutilier, C. 2003. Bounded finite state controllers. In NIPS.
    • (2003) NIPS
    • Poupart, P.1    Boutilier, C.2
  • 14
    • 3042531093 scopus 로고    scopus 로고
    • Representing hierarchical POMDPs as DBNs for multi-scale robot localization
    • IEEE
    • Theocharous, G.; Murphy, K.; and Kaelbling, L. P. 2004. Representing hierarchical POMDPs as DBNs for multi-scale robot localization. In ICRA, 1045-1051. IEEE.
    • (2004) ICRA , pp. 1045-1051
    • Theocharous, G.1    Murphy, K.2    Kaelbling, L.P.3
  • 15
    • 51349153274 scopus 로고    scopus 로고
    • Probabilistic inference for solving (PO)MDPs
    • Technical Report EDI-INF-RR-0934, School of Informatics, University of Edinburgh
    • Toussaint, M.; Harmeling, S.; and Storkey, A. 2006. Probabilistic inference for solving (PO)MDPs. Technical Report EDI-INF-RR-0934, School of Informatics, University of Edinburgh.
    • (2006)
    • Toussaint, M.1    Harmeling, S.2    Storkey, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.