Evolutionary computation for feature selection in classification: A comprehensive survey of solutions, applications and challenges

X Song, Y Zhang, W Zhang, C He, Y Hu, J Wang… - Swarm and Evolutionary …, 2024 - Elsevier
Feature selection (FS), as one of the most significant preprocessing techniques in the fields
of machine learning and pattern recognition, has received great attention. In recent years …

A bidirectional dynamic grou** multi-objective evolutionary algorithm for feature selection on high-dimensional classification

K Yu, S Sun, J Liang, K Chen, B Qu, C Yue, L Wang - Information Sciences, 2023 - Elsevier
As a key preprocessing step in classification, feature selection involves two conflicting
objectives: maximizing the classification accuracy and minimizing the number of selected …

Enhancement of the performance of high-dimensional fuzzy classification with feature combination optimization

X Tang, Y Wei, K Xu, Q Zhang - Information Sciences, 2024 - Elsevier
In high-dimensional classification, an important issue is how to enhance the performance of
the classification processing mechanism. Various dimensionality reduction-based …

Feature selection based on long short term memory for text classification

M Hong, H Wang - Multimedia Tools and Applications, 2024 - Springer
The selection of discriminative terms from large quantity of terms in text documents is helpful
for achieving better accuracy of text classification. To focus on the task of selecting …

A review of metaheuristic optimization techniques in text classification

C Kaya, ZH Kilimci, M Uysal, M Kaya - International Journal of …, 2024 - ijcesen.com
Metaheuristic algorithms, inspired by natural phenomena and human-based strategies, offer
versatile approaches to navigate diverse search spaces and adapt to dynamic …

Research on vegetable commodity pricing replenishment decision based on particle swarm algorithm

J Geng, Y Zhai, H Yao - 2023 IEEE International Conference on …, 2023 - ieeexplore.ieee.org
In order to solve the problem of replenishment and pricing decisions in superstores, we
analyzed the relationship between the total sales volume and cost-plus pricing of each …

Binary Banyan Tree Growth Optimization for High-Dimensional Feature Selection

X Wu, M Fei, W Zhou, S Du, Z Fei, H Zhou - Available at SSRN 4537541 - papers.ssrn.com
Abstract In Scientific and Technical Service resources (STSR) classification, the existence of
high-dimensional feature space results in increased computational cost and deteriorated …