Comparative Analysis of Search and Score Metaheuristics for Bayesian Network Structure Learning Using Node Juxtaposition Distributions

A comparative analysis of Bayesian network structure learning algorithms applied to crime data

Intelligent Data Analysis ◽

10.3233/ida-194534 ◽

2020 ◽

Vol 24 (4) ◽

pp. 887-907

Author(s):

Dalton Ieda Fazanaro ◽

Helio Pedrini

Keyword(s):

Comparative Analysis ◽

Bayesian Network ◽

Network Structure ◽

Structure Learning ◽

Learning Algorithms ◽

Crime Data ◽

Why BDeu ? Regular Bayesian network structure learning with discrete and continuous variables

Wiley Interdisciplinary Reviews Computational Statistics ◽

10.1002/wics.1554 ◽

2021 ◽

Author(s):

Joe Suzuki

Keyword(s):

Bayesian Network ◽

Network Structure ◽

Structure Learning ◽

Continuous Variables ◽

Large-scale empirical validation of Bayesian Network structure learning algorithms with noisy data

International Journal of Approximate Reasoning ◽

10.1016/j.ijar.2021.01.001 ◽

2021 ◽

Vol 131 ◽

pp. 151-188

Author(s):

Anthony C. Constantinou ◽

Yang Liu ◽

Kiattikun Chobtham ◽

Zhigao Guo ◽

Neville K. Kitson

Keyword(s):

Bayesian Network ◽

Network Structure ◽

Large Scale ◽

Structure Learning ◽

Learning Algorithms ◽

Noisy Data ◽

Empirical Validation ◽

An FPGA Accelerator for Bayesian Network Structure Learning with Iterative Use of Processing Elements

2020 International Conference on Field-Programmable Technology (ICFPT) ◽

10.1109/icfpt51103.2020.00013 ◽

2020 ◽

Author(s):

Yasuhiro Nitta ◽

Hideki Takase

Keyword(s):

Bayesian Network ◽

Network Structure ◽

Structure Learning ◽

Processing Elements ◽

Proceedings of the 11th Annual conference on Genetic and evolutionary computation - GECCO '09 ◽

Bayesian network structure learning using cooperative coevolution

10.1145/1569901.1570006 ◽

2009 ◽

Cited By ~ 11

Author(s):

Olivier Barriàre ◽

Evelyne Lutton ◽

Pierre-Henri Wuillemin

Keyword(s):

Bayesian Network ◽

Network Structure ◽

Structure Learning ◽

Cooperative Coevolution ◽

Proceedings of the 2016 International Conference on Education, Management and Computer Science ◽

A Bayesian Network Structure Learning Algorithm Based on the Combination of PSO and Sub-graph Decomposition

10.2991/icemc-16.2016.194 ◽

2016 ◽

Author(s):

Shaorong Feng

Keyword(s):

Bayesian Network ◽

Network Structure ◽

Structure Learning ◽

Learning Algorithm ◽

Graph Decomposition ◽

Immune allied genetic algorithm for Bayesian network structure learning

10.1117/12.920298 ◽

2012 ◽

Author(s):

Qin Song ◽

Feng Lin ◽

Wei Sun ◽

KC Chang

Keyword(s):

Genetic Algorithm ◽

Bayesian Network ◽

Network Structure ◽

Structure Learning ◽

Adaptive Bayesian Network Structure Learning from Big Datasets

Database Systems for Advanced Applications - Lecture Notes in Computer Science ◽

10.1007/978-3-319-55705-2_12 ◽

2017 ◽

pp. 158-168 ◽

Cited By ~ 1

Author(s):

Yan Tang ◽

Qidong Zhang ◽

Huaxin Liu ◽

Wangsong Wang

Keyword(s):

Bayesian Network ◽

Network Structure ◽

Structure Learning ◽

Advances in Knowledge Discovery and Data Mining - Lecture Notes in Computer Science ◽

A Partial Correlation-Based Bayesian Network Structure Learning Algorithm under SEM

10.1007/978-3-642-20847-8_6 ◽

2011 ◽

pp. 63-74

Author(s):

Jing Yang ◽

Lian Li

Keyword(s):

Bayesian Network ◽

Network Structure ◽

Partial Correlation ◽

Structure Learning ◽

Learning Algorithm ◽

iMMPC: A Local Search Approach for Incremental Bayesian Network Structure Learning

Advances in Intelligent Data Analysis X - Lecture Notes in Computer Science ◽

10.1007/978-3-642-24800-9_37 ◽

2011 ◽

pp. 401-412 ◽

Cited By ~ 4

Author(s):

Amanullah Yasin ◽

Philippe Leray

Keyword(s):

Local Search ◽

Bayesian Network ◽

Network Structure ◽

Structure Learning ◽

Bayesian Network Structure Learning ◽

Search Approach