Stochastic Subgradient for Large-Scale Support Vector Machine Using the Generalized Pinball Loss Function

Stochastic Subgradient for Large-Scale Support Vector Machine Using the Generalized Pinball Loss Function

In this paper, we propose a stochastic gradient descent algorithm, called stochastic gradient descent method-based generalized pinball support vector machine (SG-GPSVM), to solve data classification problems. This approach was developed by replacing the hinge loss function in the conventional suppor...

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Bibliographic Details
Main Authors: Wanida Panup, Rabian Wangkeeree
Format: Article
Language:English
Published: MDPI AG 2021-09-01
Series:Symmetry
Subjects:
support vector machine
generalized pinball loss function
large-scale problems
stochastic gradient descent algorithm
feature noise
Online Access:https://www.mdpi.com/2073-8994/13/9/1652

Internet

https://www.mdpi.com/2073-8994/13/9/1652

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