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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Veröffentlicht in:	Knowledge-based systems Jg. 302; S. 112388
Hauptverfasser:	Chuang, Hui-Chi, Chen, Chih-Chuan, Li, Sheng-Tun
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier B.V 25.10.2024
Schlagworte:	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-Zugang:	Volltext
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