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Knowledge-guided hyper-heuristic evolutionary algorithm for large-scale Boolean network inference

delete2026-02-10
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PRE
AI
X
Xiang Liu
Y
Yan Wang
X
Xiayu Jiang
Z
Zhicheng Ji
S
Shan He
DOI:10.1016/j.eswa.2026.131418delete
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Abstract

Abstract

En 中文
• A novel hyper-heuristic method infers large-scale Boolean networks accurately. • Six knowledge-guided operators efficiently explore the solution space. • A new mutual information metric reduces redundancy and prevents overfitting. • Extensive experiments validate the superiority of the proposed method.
Keywords:
Boolean network inference
hyper-heuristic
evolutionary algorithm
mutual information
large-scale networks

Journal

Expert Systems with Applications cover
Expert Systems with Applications
IF:
7.5
Papers:
2.9W
Citations:
10.2W

Organization

U
University of Birmingham
Scholars:
4.1W
Papers: 3.8W
Citations: 5.0W
J
Jiangnan University
Scholars:
3.9W
Papers: 2.7W
Citations: 4.7W