Efficient Inference in Bayesian Networks with Continuous Variables A Discretization and Knowledge Compilation Approach

• Optimizing Causal Interventions in Hybrid Bayesian Networks

  2024 Research Square preprint Computer Science Bayesian Modeling and Causal Inference Open access

  0

  citations
• Optimizing Causal Interventions in Hybrid Bayesian Networks

  2024 Lecture notes in networks and systems conference-paper Computer Science Bayesian Modeling and Causal Inference Open access

  1

  citations

2 results

• Graph-Based Algorithms for Boolean Function Manipulation

  1986 IEEE Transactions on Computers article Computer Science Formal Methods in Verification Open access

  8,941

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• Probabilistic graphical models : principles and techniques

  2009 article Computer Science Bayesian Modeling and Causal Inference

  6,343

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• The Earth Mover's Distance as a Metric for Image Retrieval

  2000 International Journal of Computer Vision article Computer Science Image Retrieval and Classification Techniques

  4,667

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• Multi-Interval Discretization of Continuous-Valued Attributes for Classification Learning

  1993 International Joint Conference on Artificial Intelligence conference-paper Computer Science Data Mining Algorithms and Applications

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• Causal Effects in Nonexperimental Studies: Reevaluating the Evaluation of Training Programs

  1999 Journal of the American Statistical Association article Mathematics Advanced Causal Inference Techniques

  2,400

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• Causal Effects in Non-Experimental Studies: Re-Evaluating the Evaluation of Training Programs

  1998 National Bureau of Economic Research report Mathematics Advanced Causal Inference Techniques Open access

  820

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• A Knowledge Compilation Map

  2002 Journal of Artificial Intelligence Research article Computer Science Logic, Reasoning, and Knowledge Open access

  405

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• On probabilistic inference by weighted model counting

  2007 Artificial Intelligence article Computer Science Bayesian Modeling and Causal Inference Open access

  369

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• Design of computer experiments: A review

  2017 Computers & Chemical Engineering article Decision Sciences Optimal Experimental Design Methods

  352

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• pgmpy: Probabilistic Graphical Models using Python

  2015 Proceedings of the Python in Science Conferences conference-paper Computer Science Bayesian Modeling and Causal Inference Open access

  230

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• Combining Component Caching and Clause Learning for Effective Model Counting.

  2004 article Computer Science Constraint Satisfaction and Optimization

  182

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• Inference in hybrid Bayesian networks using dynamic discretization

  2007 Statistics and Computing article Computer Science Bayesian Modeling and Causal Inference

  179

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• The role of causal reasoning in understanding Simpson's paradox, Lord's paradox, and the suppression effect: covariate selection in the analysis of observational studies

  2008 Emerging Themes in Epidemiology article Mathematics Advanced Causal Inference Techniques Open access

  155

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• Comparative analysis of discretization methods in Bayesian networks

  2016 Environmental Modelling & Software article Computer Science Bayesian Modeling and Causal Inference

  153

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• Inference in hybrid Bayesian networks using mixtures of polynomials

  2010 International Journal of Approximate Reasoning article Computer Science Bayesian Modeling and Causal Inference Open access

  115

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• Some history of the hierarchical Bayesian methodology

  1980 Trabajos de Estadistica y de Investigacion Operativa article Mathematics Statistical Methods and Bayesian Inference

  113

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• Using Bayesian networks to discover relations between genes, environment, and disease

  2013 BioData Mining article Computer Science Bayesian Modeling and Causal Inference Open access

  106

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• A Logical Approach to Factoring Belief Networks.

  2002 article Computer Science Bayesian Modeling and Causal Inference

  105

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• Inference in hybrid Bayesian networks

  2009 Reliability Engineering & System Safety article Computer Science Bayesian Modeling and Causal Inference Open access

  104

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• Heuristics for Fast Exact Model Counting

  2005 Lecture notes in computer science conference-paper Computer Science Constraint Satisfaction and Optimization

  94

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