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Local Learning Algorithm for Markov Blanket Discovery
2007Learning of Markov blanket can be regarded as an optimal solution to the feature selection problem. In this paper, we propose a local learning algorithm, called Breadth-First search of MB (BFMB), to induce Markov blanket (MB) without having to learn a Bayesian network first. It is demonstrated as (1) easy to understand and prove to be sound in theory; (
Shunkai Fu, Michel C. Desmarais
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Selecting Features by Learning Markov Blankets
2007In this paper I propose a novel feature selection technique based on Bayesian networks. The main idea is to exploit the conditional independencies entailed by Bayesian networks in order to discard features that are not directly relevant for classification tasks.
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A Fast Markov blanket discovery algorithm
2014 IEEE 5th International Conference on Software Engineering and Service Science, 2014Learning Markov blanket MB plays an important role in feature selection for classification, causal discovery, and Bayesian Networks learning. In this paper, an efficient and effective algorithm, called Fast Iterative Parent-Child based search of MB (FIPC-MB) is proposed to learn the MB of the target variable T.
Xiaofeng Zhu, Youlong Yang
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Markov Blanket Approximation Based on Clustering
2011This paper presents new idea for Markov blanket approximation. It uses well known heuristic ordering of variables based on mutual information, but in another way then it was considered in previous works. Instead of using it as a simple help tool in a more complicated method most often based on statistical tests - presented here idea tries to rely ...
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Identifying Markov Blankets Using Lasso Estimation
2004Determining the causal relation among attributes in a domain is a key task in data mining and knowledge discovery. The Minimum Message Length (MML) principle has demonstrated its ability in discovering linear causal models from training data. To explore the ways to improve efficiency, this paper proposes a novel Markov Blanket identification algorithm ...
Gang Li 0009 +2 more
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Ordinal causal discovery based on Markov blankets
Computational StatisticszbMATH Open Web Interface contents unavailable due to conflicting licenses.
Yu Du, Yi Sun, Luyao Tan
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Sparse coupling and Markov blankets
Physics of Life Reviews, 2022Conor Heins, Lancelot Da Costa
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Causal learner: A toolbox for causal structure and Markov blanket learning
Pattern Recognition Letters, 2022Zhaolong Ling, Kui Yu, Yiwen Zhang
exaly
Online Markov Blanket Learning with Group Structure
Intelligent Automation & Soft Computing, 2023Bo Li 0143 +5 more
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