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A two-stage symbolic regression method for discovering mathematical formulas

delete2025-10-20
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PRE
AI
Z
Zeyu Zeng
M
Mao Chen *
S
Sannyuya Liu *
DOI:10.1016/j.asoc.2025.114081delete
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Abstract

Abstract

En 中文
• A two-stage symbolic regression method is proposed to find mathematical formulas. • A genetic algorithm is used to generate a set of terms with high quality and diversity. • A simulated annealing method is used to select a subset of terms to form an equation. • Reinforcement learning is employed to enhance the performance of the SA method. • Extensive experiments verified the superior performance of the proposed method.

Journal

Applied Soft Computing cover
Applied Soft Computing
IF:
6.6
Papers:
1.4W
Citations:
4.8W

Organization

C
Central China Normal University
Scholars:
1.1W
Papers: 8.1K
Citations: 1.1W