Adaptive Probabilistic Networks with Hidden Variables
Machine Learning - Special issue on learning with probabilistic representations
Simulation-based inference for plan monitoring
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Using probabilistic knowledge and simulation to play poker
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Graphical models for problem solving
Computing in Science and Engineering
Artificial Intelligence - Chips challenging champions: games, computers and Artificial Intelligence
Decomposing Bayesian networks: triangulation of the moral graph with genetic algorithms
Statistics and Computing
Constructing Efficient Belief Network Structures With Expert Provided Information
IEEE Transactions on Knowledge and Data Engineering
Approximating Probabilistic Inference in Bayesian Belief Networks
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machines that learn to play games
Importance Sampling in Bayesian Networks Using Antithetic Variables
ECSQARU '01 Proceedings of the 6th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
NetCube: A Scalable Tool for Fast Data Mining and Compression
Proceedings of the 27th International Conference on Very Large Data Bases
Theoretical analysis and practical insights on importance sampling in Bayesian networks
International Journal of Approximate Reasoning
Approximate algorithms for credal networks with binary variables
International Journal of Approximate Reasoning
Identification of best sets of actions in Influence Nets
International Journal of Hybrid Intelligent Systems
Probabilistic Methods for Financial and Marketing Informatics
Probabilistic Methods for Financial and Marketing Informatics
Embedded Probabilistic Programming
DSL '09 Proceedings of the IFIP TC 2 Working Conference on Domain-Specific Languages
Probabilistic Methods for Bioinformatics: with an Introduction to Bayesian Networks
Probabilistic Methods for Bioinformatics: with an Introduction to Bayesian Networks
Generalized evidence pre-propagated importance sampling for hybrid Bayesian networks
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Reducing particle filtering complexity for 3D motion capture using dynamic Bayesian networks
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Journal of Artificial Intelligence Research
Cutset sampling for Bayesian networks
Journal of Artificial Intelligence Research
Policy recognition in the abstract hidden Markov model
Journal of Artificial Intelligence Research
Variational probabilistic inference and the QMR-DT network
Journal of Artificial Intelligence Research
Criteria to evaluate approximate belief network representations in expert systems
Decision Support Systems
Equipping robot control programs with first-order probabilistic reasoning capabilities
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Dynamic importance sampling in Bayesian networks based on probability trees
International Journal of Approximate Reasoning
Causal difference detection using Bayesian networks
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Empirical analysis of an on-line adaptive system using a mixture of Bayesian networks
Information Sciences: an International Journal
International Journal of Approximate Reasoning
Importance Sampling for Continuous Time Bayesian Networks
The Journal of Machine Learning Research
Goal oriented symbolic propagation in Bayesian networks
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 2
Plan assessment for autonomous manufacturing as Bayesian inference
KI'10 Proceedings of the 33rd annual German conference on Advances in artificial intelligence
Modified algorithm for efficient reasoning in qualitative belief networks
ISPDC'03 Proceedings of the Second international conference on Parallel and distributed computing
SampleSearch: Importance sampling in presence of determinism
Artificial Intelligence
Probabilistic reasoning for assembly-based 3D modeling
ACM SIGGRAPH 2011 papers
Review: Bayesian networks in environmental modelling
Environmental Modelling & Software
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Adaptive importance sampling for estimation in structured domains
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Confidence inference in bayesian networks
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
Value-directed sampling methods for monitoring POMDPs
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
Stochastic simulation algorithms for dynamic probabilistic networks
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
Structured arc reversal and simulation of dynamic probabilistic networks
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Some experiments with real-time decision algorithms
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
Optimal Monte Carlo estimation of belief network inference
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
Real time estimation of Bayesian networks
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
A stratified simulation scheme for inference in Bayesian belief networks
UAI'94 Proceedings of the Tenth international conference on Uncertainty in artificial intelligence
Backward simulation in Bayesian networks
UAI'94 Proceedings of the Tenth international conference on Uncertainty in artificial intelligence
Incremental dynamic construction of layered polytree networks
UAI'94 Proceedings of the Tenth international conference on Uncertainty in artificial intelligence
Diagnosis of multiple faults: a sensitivity analysis
UAI'93 Proceedings of the Ninth international conference on Uncertainty in artificial intelligence
Dynamic network models for forecasting
UAI'92 Proceedings of the Eighth international conference on Uncertainty in artificial intelligence
Reformulating inference problems through selective conditioning
UAI'92 Proceedings of the Eighth international conference on Uncertainty in artificial intelligence
An importance sampling algorithm based on evidence pre-propagation
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Search-based methods to bound diagnostic probabilities in very large belief nets
UAI'91 Proceedings of the Seventh conference on Uncertainty in Artificial Intelligence
Review: learning bayesian networks: Approaches and issues
The Knowledge Engineering Review
A learning-based algorithm selection meta-reasoner for the real-time MPE problem
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
An ACO algorithm for the most probable explanation problem
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Importance sampling algorithms for Bayesian networks: Principles and performance
Mathematical and Computer Modelling: An International Journal
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