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Bayesian Modeling and Causal Inference

TopicLeading institutions, researchers & key papers

This cluster of papers focuses on the learning, inference, and applications of Bayesian networks and related probabilistic graphical models. It covers topics such as causal inference, graphical model structure learning, Markov logic networks, and the use of imprecise probabilities in modeling. The papers also discuss various algorithms for probabilistic learning and highlight the applications of Bayesian networks in diverse fields such as ecology, healthcare, and decision making under uncertainty.

65
Works

How has Bayesian Modeling and Causal Inference's publication output changed over time?

ScholarIQpublication output · 1994–2023

Output grew0% over the shown period — from 1 works in 1994 to 1 in 2023.

1
1
2
1
1
1
2
1
1
1
1994199720062010201220152017201920222023

What are the most-cited papers on Bayesian Modeling and Causal Inference?

ScholarIQmost cited works
A Bayesian Method for the Induction of Probabilistic Networks from Data
Gregory F. Cooper, Edward H. Herskovits
S62148650. 19923,529 CitationsOPEN ACCESS
A Bayesian method for the induction of probabilistic networks from data
Gregory F. Cooper, Edward H. Herskovits
S62148650. 19922,344 CitationsOPEN ACCESS
A Bayesian Method for Constructing Bayesian Belief Networks from Databases
Gregory F. Cooper, Edward H. Herskovits
Elsevier eBooks. 1991228 Citations
Distributed fusion in sensor networks
Müjdat Çetin, Lei Chen, John W. Fisher, Alexander Ihler, Randolph L. Moses, Martin J. Wainwright, Alan S. Willsky
S120977877. 2006205 Citations
A probabilistic model for estimating driver behaviors and vehicle trajectories in traffic environments
Tobias Gindele, Sebastian Brechtel, Rüdiger Dillmann
2010197 Citations

Where is Bayesian Modeling and Causal Inference research published, and who funds it?

ScholarIQvenues & funding sources

TOP JOURNALS

S621486505,873
S120977877205
S90727058184
S173256270120

TOP FUNDERS

National Science Foundation
NIH
Wellcome Trust
European Research Council
Funder breakdown is a member featureSign up free to unlock

How much of the research on Bayesian Modeling and Causal Inference is open access?

ScholarIQopen access share
60%OPEN ACCESS
Gold
13%
Green
13%
Hybrid
7%
Bronze
27%
Closed
40%

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