MOGA: Multi-Objective Genetic Algorithm to select Stacking Ensemble Learning for classification

doi:10.1016/j.asoc.2025.113706

2025-08-26

PRE

Abdellah Rezoug *

Mohamed Bader–El–Den

DOI：10.1016/j.asoc.2025.113706

原文链接

原文求助

摘要

En 中文

• MOGA生成堆叠模型以优化分类任务的精确率/召回率。 • MOGA将堆叠集成模型泛化至多样化的分类任务。 • MOGA的基础模型集合中包含19种不同类型的模型。 • MOGA已在23个已知数据集上进行了评估。

Keyword:

MOGA

stacking models

precision/recall optimisation

classification tasks

ensemble learning

期刊

Applied Soft Computing

IF:

6.6

论文数:

1.4W

被引数:

4.8W

机构

University of Boumerdes

学者数:

论文数: 6

被引数: 0

University of Portsmouth

学者数:

5.1K

论文数: 5.5K

被引数: 9.2K

引用论文

Stacking-based multi-objective evolutionary ensemble framework for prediction of diabetes mellitus

BIOCYBERNETICS AND BIOMEDICAL ENGINEERING

IF6.6

2020-01-01

PREAI

Singh, Namrata; Singh, Pradeep

Multi-Objective Hyperparameter Optimization in Machine Learning—An Overview

ACM Transactions on Evolutionary Learning and Optimization

IF0

2023-12-12

OAAI

Florian Karl; Tobias Pielok; Julia Moosbauer; Florian Pfisterer; Stefan Coors; Martin Binder; Lennart Schneider; Janek Thomas; Jakob Richter; Michel Lang; Eduardo C. Garrido-Merchán; Juergen Branke; Bernd Bischl

A Collaborative Neurodynamic Approach to Multiobjective Optimization

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

IF8.9

2018-11-01

PREAI

Leung, Man-Fai; Wang, Jun

A Genetic Algorithm-based sequential instance selection framework for ensemble learning 基于遗传算法的集成学习顺序实例选择框架

EXPERT SYSTEMS WITH APPLICATIONS

IF7.5

2024-02-01

PREAI

Xu, Che; Zhang, Shuwen

Decoding Electroencephalography Signal Response by Stacking Ensemble Learning and Adaptive Differential Evolution 通过堆叠集成学习和自适应差分进化解码脑电图信号响应

SENSORS

IF3.5

2023-08-09

OAAI

Ribeiro, Matheus Henrique Dal Molin; da Silva, Ramon Gomes; Larcher, Jose Henrique Kleinubing; Mendes, Andre; Mariani, Viviana Cocco; Coelho, Leandro dos Santos

Loan default prediction using a credit rating-specific and multi-objective ensemble learning scheme

Information Sciences

IF0

2023-06-01

PREAI

Yu Song; Yuyan Wang; Xin Ye; Russell Zaretzki; Chuanren Liu

Customer churn modeling in telecommunication using a novel multi-objective evolutionary clustering-based ensemble learning 电信领域基于新型多目标进化聚类集成学习的客户流失建模

PLOS ONE

IF0

2024-06-06

OAAI

Kaveh Faraji Googerdchi; Shahrokh Asadi; Seyed Mohammadbagher Jafari