Complexity of finite-horizon Markov decision process problems
Journal of the ACM (JACM)
Solving Partially Observable Problems by Evolution and Learning of Finite State Machines
ICES '01 Proceedings of the 4th International Conference on Evolvable Systems: From Biology to Hardware
Value Iteration over Belief Subspace
ECSQARU '01 Proceedings of the 6th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Value iteration working with belief subset
Eighteenth national conference on Artificial intelligence
On the undecidability of probabilistic planning and related stochastic optimization problems
Artificial Intelligence - special issue on planning with uncertainty and incomplete information
Region-based incremental pruning for POMDPs
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
Application of Markov chains in an interactive information retrieval system
Information Processing and Management: an International Journal
Heuristic anytime approaches to stochastic decision processes
Journal of Heuristics
Solving POMDPs using quadratically constrained linear programs
AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
Stochastic modeling and optimization for robust power management in a partially observable system
Proceedings of the conference on Design, automation and test in Europe
A novel orthogonal NMF-based belief compression for POMDPs
Proceedings of the 24th international conference on Machine learning
Shaping multi-agent systems with gradient reinforcement learning
Autonomous Agents and Multi-Agent Systems
Interaction-driven Markov games for decentralized multiagent planning under uncertainty
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 1
Stochastic local search for POMDP controllers
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Piecewise linear dynamic programming for constrained POMDPs
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 1
Optimizing anthrax outbreak detection using reinforcement learning
IAAI'07 Proceedings of the 19th national conference on Innovative applications of artificial intelligence - Volume 2
Value-function approximations for partially observable Markov decision processes
Journal of Artificial Intelligence Research
Speeding up the convergence of value iteration in partially observable Markov decision processes
Journal of Artificial Intelligence Research
Nonapproximability results for partially observable Markov decision processes
Journal of Artificial Intelligence Research
Restricted value iteration: theory and algorithms
Journal of Artificial Intelligence Research
Solving POMDPs using quadratically constrained linear programs
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Reinforcement learning in POMDPs without resets
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Planning and acting in partially observable stochastic domains
Artificial Intelligence
Optimal threshold policies for multivariate POMDPs in radar resource management
IEEE Transactions on Signal Processing
IEEE Transactions on Wireless Communications
A POMDP-based spectrum handoff protocol for partially observable cognitive radio networks
WCNC'09 Proceedings of the 2009 IEEE conference on Wireless Communications & Networking Conference
Cross-layer QoS provisioning for multimedia transmissions in cognitive radio networks
WCNC'09 Proceedings of the 2009 IEEE conference on Wireless Communications & Networking Conference
On Compressibility and Acceleration of Orthogonal NMF for POMDP Compression
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
Distributed sender scheduling for multimedia transmission in wireless mobile peer-to-peer networks
IEEE Transactions on Wireless Communications
Improving POMDP tractability via belief compression and clustering
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Q-learning with linear function approximation
COLT'07 Proceedings of the 20th annual conference on Learning theory
Modeling POMDPs for generating and simulating stock investment policies
Proceedings of the 2010 ACM Symposium on Applied Computing
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Improving the performance of complex agent plans through reinforcement learning
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Optimizing fixed-size stochastic controllers for POMDPs and decentralized POMDPs
Autonomous Agents and Multi-Agent Systems
A new graphical recursive pruning method for the incremental pruning algorithm
MICAI'10 Proceedings of the 9th Mexican international conference on Advances in artificial intelligence: Part I
Planning under the uncertainty of the technical analysis of stock markets
IBERAMIA'10 Proceedings of the 12th Ibero-American conference on Advances in artificial intelligence
Decentralized MDPs with sparse interactions
Artificial Intelligence
Analyzing and escaping local optima in planning as inference for partially observable domains
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Learning to grasp information with your own hands
TAROS'11 Proceedings of the 12th Annual conference on Towards autonomous robotic systems
Solving POMDPs by searching the space of finite policies
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Learning finite-state controllers for partially observable environments
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
A method for speeding up value iteration in partially observable Markov decision processes
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Planning and acting under uncertainty: a new model for spoken dialogue systems
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
Survey of Motion Planning Literature in the Presence of Uncertainty: Considerations for UAV Guidance
Journal of Intelligent and Robotic Systems
Autonomous Agents and Multi-Agent Systems
A partially observable hybrid system model for bipedal locomotion for adapting to terrain variations
Proceedings of the 16th international conference on Hybrid systems: computation and control
Planning for multiple measurement channels in a continuous-state POMDP
Annals of Mathematics and Artificial Intelligence
Incremental clustering and expansion for faster optimal planning in decentralized POMDPs
Journal of Artificial Intelligence Research
Living Machines'13 Proceedings of the Second international conference on Biomimetic and Biohybrid Systems
Models of gaze control for manipulation tasks
ACM Transactions on Applied Perception (TAP)
Adaptive management of migratory birds under sea level rise
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Interactive activity recognition and prompting to assist people with cognitive disabilities
Journal of Ambient Intelligence and Smart Environments - Home-based Health and Wellness Measurement and Monitoring
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