Communications of the ACM
On linear potential functions for approximating Bayesian computations
Journal of the ACM (JACM)
On state-space abstraction for anytime evaluation of Bayesian networks
ACM SIGART Bulletin
Diagnostic reasoning based on a genetic algorithm operating in a Bayesian belief network
Pattern Recognition Letters
An Introduction to Variational Methods for Graphical Models
Machine Learning
Graphical models for problem solving
Computing in Science and Engineering
Learning Markov networks: maximum bounded tree-width graphs
SODA '01 Proceedings of the twelfth annual ACM-SIAM symposium on Discrete algorithms
ACM Computing Surveys (CSUR)
On multiple spline approximations for Bayesian computations
Annals of Mathematics and Artificial Intelligence
Bayes networks for estimating the number of solutions of constraint networks
Annals of Mathematics and Artificial Intelligence
Bayesian Networks for Data Mining
Data Mining and Knowledge Discovery
Decomposing Bayesian networks: triangulation of the moral graph with genetic algorithms
Statistics and Computing
Structural Modelling with Sparse Kernels
Machine Learning
IEEE Transactions on Knowledge and Data Engineering
Mini-buckets: A general scheme for bounded inference
Journal of the ACM (JACM)
Equivalent Characterization of a Class of Conditional Probabilistic Independencies
RSCTC '98 Proceedings of the First International Conference on Rough Sets and Current Trends in Computing
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
Possibilistic causality consistency problem based on asymmetrically-valued causal model
Fuzzy Sets and Systems - Possibility theory and fuzzy logic
Fuzzy functional dependencies and Bayesian networks
Journal of Computer Science and Technology
Reasoning with BKBs – Algorithms and Complexity
Annals of Mathematics and Artificial Intelligence
Complexity of probabilistic reasoning in directed-path singly-connected Bayes networks
Artificial Intelligence
Probabilistic fault localization in communication systems using belief networks
IEEE/ACM Transactions on Networking (TON)
PAC-learning bounded tree-width graphical models
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
A new characterization of probabilities in Bayesian networks
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
A New Singly Connected Network Classifier based on Mutual Information
Intelligent Data Analysis
A new look at survey propagation and its generalizations
Journal of the ACM (JACM)
Management of probabilistic data: foundations and challenges
Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Theoretical analysis and practical insights on importance sampling in Bayesian networks
International Journal of Approximate Reasoning
An evolutionary computing approach to probabilistic reasoning on bayesian networks
Evolutionary Computation
Incorporating constraints in probabilistic XML
Proceedings of the twenty-seventh ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
ACM SIGACT News
Efficiently learning linear-linear exponential family predictive representations of state
Proceedings of the 25th international conference on Machine learning
Efficient belief propagation for higher-order cliques using linear constraint nodes
Computer Vision and Image Understanding
A Direct Measure for the Efficacy of Bayesian Network Structures Learned from Data
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Looking Ahead to Select Tutorial Actions: A Decision-Theoretic Approach
International Journal of Artificial Intelligence in Education
Multivariate analysis applied in Bayesian metareasoning
WSEAS TRANSACTIONS on SYSTEMS
Passive diagnosis for wireless sensor networks
Proceedings of the 6th ACM conference on Embedded network sensor systems
Modeling and querying probabilistic XML data
ACM SIGMOD Record
Probabilistic Methods for Financial and Marketing Informatics
Probabilistic Methods for Financial and Marketing Informatics
Challenges for context management systems imposed by context inference
MUCS '09 Proceedings of the 6th international workshop on Managing ubiquitous communications and services
Approximate belief updating in max-2-connected Bayes networks is NP-hard
Artificial Intelligence
Proceedings of the 2006 conference on ECAI 2006: 17th European Conference on Artificial Intelligence August 29 -- September 1, 2006, Riva del Garda, Italy
Incorporating constraints in probabilistic XML
ACM Transactions on Database Systems (TODS)
A method for Bayesian meta-inference applying multiple regressions
ICS'08 Proceedings of the 12th WSEAS international conference on Systems
An anytime scheme for bounding posterior beliefs
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Probabilistic Methods for Bioinformatics: with an Introduction to Bayesian Networks
Probabilistic Methods for Bioinformatics: with an Introduction to Bayesian Networks
Journal of Artificial Intelligence Research
Exploiting contextual independence in probabilistic inference
Journal of Artificial Intelligence Research
Journal of Artificial Intelligence Research
Cutset sampling for Bayesian networks
Journal of Artificial Intelligence Research
Mean field theory for sigmoid belief 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
Learning Bayesian network equivalence classes with Ant Colony optimization
Journal of Artificial Intelligence Research
Extending ontology queries with Bayesian network reasoning
INES'09 Proceedings of the IEEE 13th international conference on Intelligent Engineering Systems
Dynamic importance sampling in Bayesian networks based on probability trees
International Journal of Approximate Reasoning
Variational upper bounds for probabilistic phylogenetic models
RECOMB'07 Proceedings of the 11th annual international conference on Research in computational molecular biology
Trading off granularity against complexity in predictive models for complex domains
PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Efficient learning of Bayesian network classifiers: an extension to the TAN classifier
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
Bayesian reasoning for sensor group-queries and diagnosis
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Improvements to message computation in lazy propagation
International Journal of Approximate Reasoning
Temporally invariant junction tree for inference in dynamic Bayesian network
Artificial intelligence today
GRN model of probabilistic databases: construction, transition and querying
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
International Journal of Approximate Reasoning
Probabilistic and analytical estimation of software development team size
International Journal of Hybrid Intelligent Systems
Join-graph propagation algorithms
Journal of Artificial Intelligence Research
Bayes networks for estimating the number of solutions to a CSP
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Models of continual computation
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Modified algorithm for efficient reasoning in qualitative belief networks
ISPDC'03 Proceedings of the Second international conference on Parallel and distributed computing
Evaluate the quality of foundational software platform by Bayesian network
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part II
Active tuples-based scheme for bounding posterior beliefs
Journal of Artificial Intelligence Research
Passive diagnosis for wireless sensor networks
IEEE/ACM Transactions on Networking (TON)
Fuzzy-inferenced decisionmaking under uncertainty and incompleteness
Applied Soft Computing
Sensitivity analysis and explanations for robust query evaluation in probabilistic databases
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Computers and Industrial Engineering
Loopy belief propagation for approximate inference: an empirical study
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Monte Carlo inference via greedy importance sampling
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Approximating MAP using local search
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
Large deviation methods for approximate probabilistic inference
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Incremental tradeoff resolution in qualitative probabilistic networks
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Using qualitative relationships for bounding probability distributions
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Logarithmic time parallel Bayesian inference
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Flexible and approximate computation through state-space reduction
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Logarithmic-time updates and queries in probabilistic networks
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
Improved sampling for diagnostic reasoning in Bayesian networks
UAI'95 Proceedings of the Eleventh 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
Sensitivities: an alternative to conditional probabilities for Bayesian belief networks
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
On the complexity of solving Markov decision problems
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
Learning Bayesian nets that perform well
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Computational advantages of relevance reasoning in Bayesian belief networks
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
Computing upper and lower bounds on likelihoods in intractable networks
UAI'96 Proceedings of the Twelfth international conference on Uncertainty in artificial intelligence
Computational complexity reduction for BN2O networks using similarity of states
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
Sample-and-accumulate algorithms for belief updating in Bayes networks
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
Belief updating by enumerating high-probabilityindependence-based assignments
UAI'94 Proceedings of the Tenth international conference on Uncertainty in artificial intelligence
State-space abstraction for anytime evaluation of probabilistic networks
UAI'94 Proceedings of the Tenth international conference on Uncertainty in artificial intelligence
Tradeoffs in constructing and evaluating temporal influence diagrams
UAI'93 Proceedings of the Ninth international conference on Uncertainty in artificial intelligence
Additive belief-network models
UAI'93 Proceedings of the Ninth international conference on Uncertainty in artificial intelligence
Triangulation of bayesian networks using an adaptive genetic algorithm
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
An importance sampling algorithm based on evidence pre-propagation
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
An alternative proof that exact inference problem in bayesian belief networks is NP-hard
ISCIS'05 Proceedings of the 20th international conference on Computer and Information Sciences
Approximate factorisation of probability trees
ECSQARU'05 Proceedings of the 8th European conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Review: learning bayesian networks: Approaches and issues
The Knowledge Engineering Review
A search problem in complex diagnostic Bayesian networks
Knowledge-Based Systems
Artificial Intelligence in Medicine
Importance sampling algorithms for Bayesian networks: Principles and performance
Mathematical and Computer Modelling: An International Journal
MB-GNG: Addressing drawbacks in multi-objective optimization estimation of distribution algorithms
Operations Research Letters
Answering queries in hybrid Bayesian networks using importance sampling
Decision Support Systems
Real time location system in support of bayesian network
Proceedings of the Winter Simulation Conference
On the tree structure used by lazy propagation for inference in bayesian networks
ECSQARU'13 Proceedings of the 12th European conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
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