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Smooth twin support vector regression
Neural Computing and Applications, 2010Twin support vector regression (TSVR) was proposed recently as a novel regressor that tries to find a pair of nonparallel planes, i.e., e-insensitive up- and down-bounds, by solving two related SVM-type problems. However, it may incur suboptimal solution since its objective function is positive semi-definite and the lack of complexity control. In order
Xiaobo Chen +3 more
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On Weighted Support Vector Regression
Quality and Reliability Engineering International, 2014We propose a new type of weighted support vector regression (SVR), motivated by modeling local dependencies in time and space in prediction of house prices. The classic weights of the weighted SVR are added to the slack variables in the objective function (OFâweights). This procedure directly shrinks the coefficient of each observation in the estimated
Han, Xixuan, Clemmensen, Line
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Indefinite Support Vector Regression
2017Non-metric proximity measures got wide interest in various domains such as life sciences, robotics and image processing. The majority of learning algorithms for these data are focusing on classification problems. Here we derive a regression algorithm for indefinite data representations based on the support vector machine.
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Viral vector platforms within the gene therapy landscape
Signal Transduction and Targeted Therapy, 2021Phillip W L Tai, Guangping Gao
exaly
Support Vector Regression for Time Series Analysis
2011In the recent years, Support Vector Machines (SVMs) have demonstrated their capability in solving classification and regression problems. SVMs are closely related to classical multilayer perceptron Neural Networks (NN). The main advantage of SVM is that their optimal weights can be obtained by solving a quadratic programming problem with linear ...
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Adeno-associated virus vector as a platform for gene therapy delivery
Nature Reviews Drug Discovery, 2019Dan Wang, Phillip W L Tai, Guangping Gao
exaly
Controlling vector-borne diseases by releasing modified mosquitoes
Nature Reviews Microbiology, 2018Heather A Flores, Scott L O'neill
exaly
Drivers, dynamics, and control of emerging vector-borne zoonotic diseases
Lancet, The, 2012A Marm Kilpatrick
exaly

