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Ultrasonic Sensor Modeling with Support Vector Regression [PDF]

open access: yesSensors
This study proposes a novel approach for predicting the output behaviors of the Pepperl+Fuchs 3RG6232-3JS00-PF ultrasonic sensor. The sensor, integrated into the Festo MPS-PA Didactic System, serves to monitor the water level in a tank, facilitating ...
Duy Ngoc Dang   +4 more
doaj   +2 more sources

Significance Support Vector Regression for Image Denoising [PDF]

open access: yesEntropy, 2021
As an extension of the support vector machine, support vector regression (SVR) plays a significant role in image denoising. However, due to ignoring the spatial distribution information of noisy pixels, the conventional SVR denoising model faces the ...
Bing Sun, Xiaofeng Liu
doaj   +2 more sources

Kernel-Free Quadratic Surface Support Vector Regression with Non-Negative Constraints [PDF]

open access: yesEntropy, 2023
In this paper, a kernel-free quadratic surface support vector regression with non-negative constraints (NQSSVR) is proposed for the regression problem. The task of the NQSSVR is to find a quadratic function as a regression function.
Dong Wei   +3 more
doaj   +2 more sources

Novel Robust Twin Support Vector Regression [PDF]

open access: yesJisuanji kexue yu tansuo, 2023
Regression problem is one of the basic problems in the field of pattern recognition and machine learning. Twin support vector regression (TSVR) is a new algorithm to deal with regression problems developed on the basis of support vector regression (SVR).
CHEN Sugen, SHI Ting
doaj   +1 more source

Support Vector Regression [PDF]

open access: yesProceedings of the Fourth Workshop on Hardware and Architectural Support for Security and Privacy, 2015
Rooted in statistical learning or Vapnik-Chervonenkis (VC) theory, support vector machines (SVMs) are well positioned to generalize on yet-to-be-seen data. The SVM concepts presented in Chapter 3 can be generalized to become applicable to regression problems.
Mariette Awad, Rahul Khanna
openaire   +2 more sources

Wavelet Support Vector Censored Regression

open access: yesAnalytics, 2023
Learning methods in survival analysis have the ability to handle censored observations. The Cox model is a predictive prevalent statistical technique for survival analysis, but its use rests on the strong assumption of hazard proportionality, which can ...
Mateus Maia   +3 more
doaj   +1 more source

Quantum Support Vector Regression for Disability Insurance

open access: yesRisks, 2021
We propose a hybrid classical-quantum approach for modeling transition probabilities in health and disability insurance. The modeling of logistic disability inception probabilities is formulated as a support vector regression problem.
Boualem Djehiche, Björn Löfdahl
doaj   +1 more source

Weighted Smooth Projection Twin Support Vector Regression Algorithm [PDF]

open access: yesJisuanji gongcheng, 2022
The existing Pair-shifted Projection Twin Support Vector Regression(PPTSVR) algorithm ignores the effects of samples at different locations on the hyperplane construction during the training process.If there are outliers in the samples, the fitting ...
XU Benye, GU Binjie, PAN Feng, XIONG Weili
doaj   +1 more source

Estimasi Konsentrasi PM10 Menggunakan Support Vector Regression

open access: yesJRST: Jurnal Riset Sains dan Teknologi, 2022
PM10 berkontribusi terhadap polusi udara pada saat kejadian kabut asap di musim kemarau dengan salah satu sumber utamanya adalah pembakaran biomassa. Pada saat musim kemarau, terdapat banyak kegiatan pembersihan lahan di Mempawah untuk persiapan masa ...
Zia Ayu Frakusya   +2 more
doaj   +1 more source

Support Vector Ordinal Regression [PDF]

open access: yesNeural Computation, 2007
In this letter, we propose two new support vector approaches for ordinal regression, which optimize multiple thresholds to define parallel discriminant hyperplanes for the ordinal scales. Both approaches guarantee that the thresholds are properly ordered at the optimal solution.
Chu, Wei, Keerthi, S. Sathiya
openaire   +2 more sources

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