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Neural Networks, ISSN 0893-6080, 07/2015, Volume 67, pp. 140 - 150
The ν-Support Vector Regression (ν-SVR) is an effective regression learning algorithm, which has the advantage of using a parameter ν on controlling the number... 
Incremental learning | [formula omitted]-Support Vector Regression | Support vector machine | Online learning | ν-Support Vector Regression | Linear Models | Algorithms | Support Vector Machine | Machine Learning | Humans | Normal Distribution
Journal Article
1993, Wiley series in probability and mathematical statistics. Probability and mathematical statistics., ISBN 047161971X, xxiii, 454
Book
2011, ISBN 9781439821275, x, 201
Book
Methods in molecular biology (Clifton, N.J.), ISSN 1064-3745, 2010, Volume 609, pp. 223 - 239
The Support Vector Machine (SVM) is a widely used classifier in bioinformatics. Obtaining the best results with SVMs requires an understanding of their... 
Algorithms | Artificial Intelligence | Computational Biology | Data Mining | Linear Models | Software | Models, Statistical | Nonlinear Dynamics | Normal Distribution | Databases, Factual
Journal Article
Neurocomputing, ISSN 0925-2312, 11/2018, Volume 315, pp. 345 - 361
The recently proposed multi-weight vector projection support vector machine (EMVSVM) is an excellent multi-projections classifier. However, the formulation of... 
Outliers | norm ratio optimization | Multiple projections | Support vector machine | Multi-weight vector projections | DIAGNOSIS | SEMI-SUPERVISED CLASSIFICATION | LINEAR DISCRIMINANT-ANALYSIS | SVM | L-1-norm ratio optimization | L1-NORM MAXIMIZATION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 05/2014, Volume 36, Issue 5, pp. 984 - 997
Journal Article
IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 09/2018, Volume 29, Issue 9, pp. 4494 - 4503
Journal Article
Expert Systems With Applications, ISSN 0957-4174, 2010, Volume 37, Issue 12, pp. 8659 - 8666
Journal Article
Pattern Recognition, ISSN 0031-3203, 06/2012, Volume 45, Issue 6, pp. 2299 - 2307
Journal Article
Renewable Energy, ISSN 0960-1481, 01/2016, Volume 85, pp. 790 - 809
In this paper, a hybrid methodology based on Support Vector Regression for wind speed forecasting is proposed. Using the autoregressive model called Time Delay... 
Support vector regression | Phase space reconstruction | Non-linear analysis | Wind speed forecasting | Genetic algorithms | GREEN & SUSTAINABLE SCIENCE & TECHNOLOGY | ENERGY | ENERGY & FUELS | STATE | MEXICO | ACCURACY | MACHINES | OAXACA | POWER PREDICTION | Models | Algorithms | Wind power | Buildings and facilities | Analysis | Methods | Genetic vectors | Machine learning
Journal Article
Journal Article
by Wang, XZ and Yang, ZY and Chen, X and Liu, WD
JOURNAL OF MACHINE LEARNING RESEARCH, ISSN 1532-4435, 2019, Volume 20
The growing size of modern data brings many new challenges to existing statistical inference methodologies and theories, and calls for the development of... 
REGRESSION | Linear support vector machine | BEHAVIOR | QUANTILES | CLASSIFICATION | Bahadur representation | distributed inference | asymptotic theory | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
European Journal of Operational Research, ISSN 0377-2217, 01/2014, Volume 232, Issue 1, pp. 146 - 155
► We propose a new, interpretable, SVM-based classifier for functional data. ► The proposed method is able cope with different notions of interpretability. ►... 
Linear programming | Regularization methods | Data mining | Interpretability | Functional data analysis | Classification | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | RULE EXTRACTION | SELECTION | PREDICTION | Analysis | Support vector machines | Oscillations | Classifiers | Operational research | Coefficients
Journal Article
Pattern Recognition, ISSN 0031-3203, 04/2016, Volume 52, pp. 96 - 112
Recently in Dufrenois [1], a new Fisher type contrast measure has been proposed to extract a target population in a dataset contaminated by outliers. Although... 
Outlier detection | Contrast measure | Linear programming problem | Proximal support vector machines | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Algorithms
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 12/2016, Volume 17, pp. 1 - 42
Journal Article
IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 06/2017, Volume 28, Issue 6, pp. 1373 - 1385
Journal Article
IEEE Transactions on Biomedical Engineering, ISSN 0018-9294, 08/2008, Volume 55, Issue 8, pp. 1956 - 1965