The complexity of Markov decision processes
Mathematics of Operations Research
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Complexity classes defined by counting quantifiers
Journal of the ACM (JACM)
Data fusion in robotics and machine intelligence
Data fusion in robotics and machine intelligence
The sensitivity of belief networks to imprecise probabilities: an experimental investigation
Artificial Intelligence - Special volume on empirical methods
Using caching to solve larger probabilistic planning problems
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Complexity of finite-horizon Markov decision process problems
Journal of the ACM (JACM)
Probabilistic temporal databases, I: algebra
ACM Transactions on Database Systems (TODS)
Mathematical Techniques in Multisensor Data Fusion
Mathematical Techniques in Multisensor Data Fusion
Stochastic Boolean Satisfiability
Journal of Automated Reasoning
Making Sensitivity Analysis Computationally Efficient
UAI '00 Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence
Aggregating Learned Probabilistic Beliefs
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
When do Numbers Really Matter?
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Analysing Sensitivity Data from Probabilistic Networks
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Optimal and Approximate Stochastic Planning using Decision Diagrams
Optimal and Approximate Stochastic Planning using Decision Diagrams
Representing and aggregating conflicting beliefs
Journal of Artificial Intelligence Research
The computational complexity of probabilistic planning
Journal of Artificial Intelligence Research
Probabilistic propositional planning: representations and complexity
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
SPUDD: stochastic planning using decision diagrams
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Why is diagnosis using belief networks insensitive to imprecision in probabilities?
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
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We consider the complexity of determining whether differing probability distributions for the same Bayes net result in different policies, significantly different policy outcomes or optimal value functions.