Get started
Keyword

Bayesian network learning

Description: The process of learning a Bayesian network's structure, parameters, or both from data and prior knowledge.
OpenAlex ID: keywords/bayesian-network-learning
Learning Bayesian Networks: The Combination of Knowledge and Statistical Data
1995 · David Heckerman, Dan Geiger, et al. · Machine Learning · 3,250
PDF
Learning Bayesian networks: The combination of knowledge and statistical data
1995 · David Heckerman, Dan Geiger, et al. · Machine Learning · 2,016
PDF
Modeling and Reasoning with Bayesian Networks
2009 · Adnan Darwiche · Cambridge University Press eBooks · 1,111
Learning dynamic Bayesian networks
1998 · Zoubin Ghahramani · Lecture notes in computer science · 559
A guide to the literature on learning probabilistic networks from data
1996 · W. Buntine · IEEE Transactions on Knowledge and Data Engineering · 468
Algorithms for Large Scale Markov Blanket Discovery
2003 · Ioannis Tsamardinos, Constantin F. Aliferis, et al. · 452
Kernel-based Conditional Independence Test and Application in Causal Discovery
2012 · Zhang, Kun, Peters, Jonas, et al. · arXiv (Cornell University) · 373
PDF
Comparing Bayesian network classifiers
1999 · Jie Cheng, Russell Greiner · 364
Modelling Gene Expression Data using Dynamic Bayesian Networks
2006 · Kevin J. Murphy · 353
A Bayesian Approach to Learning Bayesian Networks with Local Structure
2013 · Chickering, David Maxwell, Heckerman, David, et al. · arXiv (Cornell University) · 317
PDF
Risk Assessment and Decision Analysis with Bayesian Networks
2018 · Norman Fenton, Martin Neil · Chapman & Hall/CRC eBooks · 304
A data-driven Bayesian network learning method for process fault diagnosis
2021 · Md. Tanjin Amin, Faisal Khan, et al. · Process Safety and Environmental Protection · 264
Learning Bayesian Networks: The Combination of Knowledge and Statistical Data
1994 · David Heckerman, Dan Geiger, et al. · Elsevier eBooks · 261
Ant colony optimization for learning Bayesian networks
2002 · Luis M. de Campos, Juan M. Fernández-Luna, et al. · International Journal of Approximate Reasoning · 194
PDF
Learning and classifying actions of construction workers and equipment using Bag-of-Video-Feature-Words and Bayesian network models
2011 · Jie Gong, Carlos H. Caldas, et al. · Advanced Engineering Informatics · 167
A review on evolutionary algorithms in Bayesian network learning and inference tasks
2013 · Pedro Larrañaga, Hossein Karshenas, et al. · Information Sciences · 162
A General Framework for Mining Massive Data Streams
2003 · Pedro Domingos, Geoff Hulten · Journal of Computational and Graphical Statistics · 155
Learning Probabilistic Relational Models
2000 · Lise Getoor · Lecture notes in computer science · 152
Bayesian network modeling of Port State Control inspection findings and ship accident involvement
2013 · Maria Hänninen, Pentti Kujala · Expert Systems with Applications · 147
A Bayesian Approach to Learning Causal Networks
2007 · David Heckerman · Cambridge University Press eBooks · 137
Bayesian analysis of signaling networks governing embryonic stem cell fate decisions
2004 · Peter J. Woolf, Wendy Prudhomme, et al. · Bioinformatics · 126
Innovations in Bayesian Networks
2008 · Kacprzyk, Janusz, Jain, Lakhmi C, et al. · Studies in computational intelligence · 120
Relationships between probabilistic Boolean networks and dynamic Bayesian networks as models of gene regulatory networks
2005 · Harri Lähdesmäki, Sampsa Hautaniemi, et al. · Signal Processing · 119
Computer-based probabilistic-network construction
1992 · Edward H. Herskovits · 114
On the Sample Complexity of Learning Bayesian Networks
2013 · Friedman, Nir, Yakhini, Zohar · arXiv (Cornell University) · 113
PDF
Works count: 741
Citation count: 17,030
Year
Topic
Type