Support Vector Machine Classifier With Pinball Loss
Xiaolin Huang, Lei Shi, Suykens, Johan A. K.
Published in IEEE transactions on pattern analysis and machine intelligence (01.05.2014)
Published in IEEE transactions on pattern analysis and machine intelligence (01.05.2014)
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Journal Article
Explaining Support Vector Machines: A Color Based Nomogram
Van Belle, Vanya, Van Calster, Ben, Van Huffel, Sabine, Suykens, Johan A K, Lisboa, Paulo
Published in PloS one (10.10.2016)
Published in PloS one (10.10.2016)
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Journal Article
Robust Support Vector Machines for Classification with Nonconvex and Smooth Losses
Feng, Yunlong, Yang, Yuning, Huang, Xiaolin, Mehrkanoon, Siamak, Suykens, Johan A. K
Published in Neural computation (01.06.2016)
Published in Neural computation (01.06.2016)
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Journal Article
Learning with tensors: a framework based on convex optimization and spectral regularization
Signoretto, Marco, Tran Dinh, Quoc, De Lathauwer, Lieven, Suykens, Johan A. K.
Published in Machine learning (01.03.2014)
Published in Machine learning (01.03.2014)
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Journal Article
Coupled Simulated Annealing
Xavier-de-Souza, S., Suykens, J.A.K., Vandewalle, J., Bolle, D.
Published in IEEE transactions on systems, man and cybernetics. Part B, Cybernetics (01.04.2010)
Published in IEEE transactions on systems, man and cybernetics. Part B, Cybernetics (01.04.2010)
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Journal Article
Functional form estimation using oblique projection matrices for LS-SVM regression models
Caicedo, Alexander, Varon, Carolina, Van Huffel, Sabine, Suykens, Johan A K
Published in PloS one (07.06.2019)
Published in PloS one (07.06.2019)
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Journal Article
Kernelized Elastic Net Regularization: Generalization Bounds, and Sparse Recovery
Feng, Yunlong, Lv, Shao-Gao, Hang, Hanyuan, Suykens, Johan A. K.
Published in Neural computation (01.03.2016)
Published in Neural computation (01.03.2016)
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Journal Article
Hinging Hyperplanes for Time-Series Segmentation
Xiaolin Huang, Matijas, Marin, Suykens, Johan A. K.
Published in IEEE transaction on neural networks and learning systems (01.08.2013)
Published in IEEE transaction on neural networks and learning systems (01.08.2013)
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Journal Article
Parallelized Tensor Train Learning of Polynomial Classifiers
Chen, Zhongming, Batselier, Kim, Suykens, Johan A. K., Wong, Ngai
Published in IEEE transaction on neural networks and learning systems (01.10.2018)
Published in IEEE transaction on neural networks and learning systems (01.10.2018)
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Journal Article
A mathematical model for interpretable clinical decision support with applications in gynecology
Van Belle, Vanya M C A, Van Calster, Ben, Timmerman, Dirk, Bourne, Tom, Bottomley, Cecilia, Valentin, Lil, Neven, Patrick, Van Huffel, Sabine, Suykens, Johan A K, Boyd, Stephen
Published in PloS one (29.03.2012)
Published in PloS one (29.03.2012)
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Journal Article
Low rank updated LS-SVM classifiers for fast variable selection
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Journal Article
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