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Multi-Objective Evolutionary Algorithm based optimization of neural network ensemble classifier

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : Multi-Objective Evolutionary Algorithm based optimization of neural network ensemble classifier
นักวิจัย : Chiu, Chien-Yuan , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS)
คำค้น : Multi-objective Evolutionary Algorithm , Neural Ensemble Classifiers , Evolutionary Algorithms
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2557
อ้างอิง : http://hdl.cqu.edu.au/10018/1029979 , acquire1-20150131-171345 , cqu:12236
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

The purpose of this paper is to investigate a Multi-Objective Evolutionary Algorithm (MOEA) for optimizing neural ensemble classifiers. This paper provides an automatic procedure based on MOEA to identify the best accuracy and diversity. A MOEA is used to search for the combination of layers and clusters in ensemble classifiers to obtain the non–dominated set of accuracy and diversity. The experiments were conducted on UCI machine learning benchmark datasets using the MOEA and also single objective evolutionary algorithms. The detailed results and analysis show that MOEA has improved the performance of ensemble classifier and obtained better accuracy compared to recently published approaches.

บรรณานุกรม :
Chiu, Chien-Yuan , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) . (2557). Multi-Objective Evolutionary Algorithm based optimization of neural network ensemble classifier.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Chiu, Chien-Yuan , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) . 2557. "Multi-Objective Evolutionary Algorithm based optimization of neural network ensemble classifier".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Chiu, Chien-Yuan , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) . "Multi-Objective Evolutionary Algorithm based optimization of neural network ensemble classifier."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2557. Print.
Chiu, Chien-Yuan , Centre for Intelligent and Networked Systems (CINS) , Verma, Brijesh , Centre for Intelligent and Networked Systems (CINS) . Multi-Objective Evolutionary Algorithm based optimization of neural network ensemble classifier. กรุงเทพมหานคร : Central Queensland University, Australia; 2557.