Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
A model for reasoning about persistence and causation
Computational Intelligence
Probabilistic independence networks for hidden Markov probability models
Neural Computation
Machine Learning - Special issue on learning with probabilistic representations
Graphical models for machine learning and digital communication
Graphical models for machine learning and digital communication
A tutorial on learning with Bayesian networks
Learning in graphical models
Causality: models, reasoning, and inference
Causality: models, reasoning, and inference
An Introduction to Variational Methods for Graphical Models
Machine Learning
Artificial Intelligence - special issue on computational tradeoffs under bounded resources
Probabilistic Networks and Expert Systems
Probabilistic Networks and Expert Systems
A differential approach to inference in Bayesian networks
Journal of the ACM (JACM)
The Journal of Machine Learning Research
Learning Bayesian Networks
IEEE Transactions on Pattern Analysis and Machine Intelligence
Modeling and Reasoning with Bayesian Networks
Modeling and Reasoning with Bayesian Networks
Bayesian Networks and Decision Graphs
Bayesian Networks and Decision Graphs
Diagnosing faults in electrical power systems of spacecraft and aircraft
IAAI'08 Proceedings of the 20th national conference on Innovative applications of artificial intelligence - Volume 3
BLOG: probabilistic models with unknown objects
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Compiling relational Bayesian networks for exact inference
International Journal of Approximate Reasoning
Probabilistic Graphical Models: Principles and Techniques - Adaptive Computation and Machine Learning
Object-oriented Bayesian networks
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Context-specific independence in Bayesian networks
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
Bucket elimination: a unifying framework for probabilistic inference
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
Constructing free-energy approximations and generalized belief propagation algorithms
IEEE Transactions on Information Theory
Grammar-guided evolutionary construction of bayesian networks
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation - Volume Part I
Automated reasoning, fast and slow
CADE'13 Proceedings of the 24th international conference on Automated Deduction
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What are Bayesian networks and why are their applications growing across all fields?