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Effect of varying hidden neurons and data size on clusters, layers, diversity and accuracy in neural ensemble classifier

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : Effect of varying hidden neurons and data size on clusters, layers, diversity and accuracy in neural ensemble classifier
นักวิจัย : Chiu, Chien-Yuan. , Verma, Brijesh.
คำค้น : LIBRARY OF CONGRESS NEEDED , Applied research. , 890202 Application Tools and System Utilities. , 080108 Neural, Evolutionary and Fuzzy Computation. , 080109 Pattern Recognition and Data Mining. , Neural ensemble classifiers -- Evolutionary algorithms -- Optimization , Conference Paper. Full Paper (Refereed)
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2556
อ้างอิง : http://hdl.cqu.edu.au/10018/1015856
ที่มา :
ความเชี่ยวชาญ : -
ความสัมพันธ์ : 2013 IEEE 16th International Conference on Computational Science and Engineering (CSE 2013), Sydney, Australia, 3-5 December 2013. Piscataway, NJ : IEEE Computer Society, 2013. p. 455-459 5 pages Refereed 9780768550961 , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

This paper presents an approach for finding the effect of varying hidden neurons and data size on various parameters in neural ensemble classifier. The approach is based on incrementing hidden neurons in base classifiers and training them by decrementing the training data and testing using exactly same size data. The experimental analysis of hidden neurons and data size on clusters, layers, diversity and accuracy in neural ensemble classifier is conducted and presented. The experiments have been conducted using 10 benchmark datasets from UCI machine learning repository. A detailed analysis and results showing the effect of hidden neurons and data size on clusters, layers, diversity and accuracy are presented.

บรรณานุกรม :
Chiu, Chien-Yuan. , Verma, Brijesh. . (2556). Effect of varying hidden neurons and data size on clusters, layers, diversity and accuracy in neural ensemble classifier.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Chiu, Chien-Yuan. , Verma, Brijesh. . 2556. "Effect of varying hidden neurons and data size on clusters, layers, diversity and accuracy in neural ensemble classifier".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Chiu, Chien-Yuan. , Verma, Brijesh. . "Effect of varying hidden neurons and data size on clusters, layers, diversity and accuracy in neural ensemble classifier."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2556. Print.
Chiu, Chien-Yuan. , Verma, Brijesh. . Effect of varying hidden neurons and data size on clusters, layers, diversity and accuracy in neural ensemble classifier. กรุงเทพมหานคร : Central Queensland University, Australia; 2556.