Advancing SVM classification: Parallelizing conjugate gradient for monotonicity enforcement

•We propose a new PBCCG-RMC-SVM model considering prior monotonic domain knowledge.•Conjugate gradient is used to minimize subject to linear equality constraints.•The model is applicable to large-scale and complex problems.•The experiments show the proposed method outperforms the traditional SVM. Wi...

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Bibliographic Details

Published in:	Knowledge-based systems Vol. 302; p. 112388
Main Authors:	Chuang, Hui-Chi, Chen, Chih-Chuan, Li, Sheng-Tun
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 25.10.2024
Subjects:	Conjugate gradient algorithm Monotonicity classification Parallel strategy Prior knowledge Support vector machine Prior knowledge Parallel strategy Support vector machine Monotonicity classification Conjugate gradient algorithm
ISSN:	0950-7051
Online Access:	Get full text
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