An Improved Technique for Pneumonia Infected Patients Image Recognition Based on Combination Algorithm of Smooth Generalized Pinball SVM and Variational Autoencoders

We present a method based on combining a smooth generalized pinball support vector machine (SVM) and variational autoencoders (VAEs) in chest X-ray (CXR) images. We incorporate generalized pinball into the SVM model to address the hinge loss function’s noise sensitivity and resampling instability. S...

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Bibliographic Details

Published in:	IEEE access Vol. 10; pp. 107431 - 107445
Main Authors:	Ratiphaphongthon, Wachiraphong, Panup, Wanida, Wangkeeree, Rabian
Format:	Journal Article
Language:	English
Published:	Piscataway The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2022 IEEE
Subjects:	Algorithms Correlation coefficients Datasets feature noise generalized pinball loss image recognition Iterative methods Noise sensitivity Object recognition Quasi Newton methods regularized stochastic BFGS algorithm Resampling Smoothing Support vector machine Support vector machines
ISSN:	2169-3536, 2169-3536
Online Access:	Get full text
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