Convex Formulation for Kernel PCA and Its Use in Semisupervised Learning von Alaiz, Carlos M., Fanuel, Michael, Suykens, Johan A. K.

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Combining Numerical Weather Predictions and Satellite Data for PV Energy Nowcasting von Catalina, Alejandro, Alaiz, Carlos M., Dorronsoro, Jose R.

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Magnetic eigenmaps for community detection in directed networks von Fanuel, Michaël, Alaíz, Carlos M, Suykens, Johan A K

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Machine Learning Nowcasting of PV Energy Using Satellite Data von Catalina, Alejandro, Torres-Barrán, Alberto, Alaíz, Carlos M., Dorronsoro, José R.

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Multitask Support Vector Regression for Solar and Wind Energy Prediction von Ruiz, Carlos, Alaíz, Carlos M., Dorronsoro, José R.

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Robust classification of graph-based data von Alaíz, Carlos M., Fanuel, Michaël, Suykens, Johan A. K.

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A survey on kernel-based multi-task learning von Ruiz, Carlos, Alaíz, Carlos M., Dorronsoro, José R.

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Faster SVM training via conjugate SMO von Torres-Barrán, Alberto, Alaíz, Carlos M., Dorronsoro, José R.

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Convex formulation for multi-task L1-, L2-, and LS-SVMs von Ruiz, Carlos, Alaíz, Carlos M., Dorronsoro, José R.

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Adaptive graph Laplacian MTL L1, L2 and LS-SVMs von Ruiz, Carlos, Alaíz, Carlos M, Dorronsoro, José R

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Magnetic Eigenmaps for the visualization of directed networks von Fanuel, Michaël, Alaíz, Carlos M., Fernández, Ángela, Suykens, Johan A.K.

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Cell-Based Fuzzy Metrics Enhance High-Content Screening (HCS) Assay Robustness von Azegrouz, Hind, Karemore, Gopal, Torres, Alberto, Alaíz, Carlos M., Gonzalez, Ana M., Nevado, Pedro, Salmerón, Alvaro, Pellinen, Teijo, del Pozo, Miguel A., Dorronsoro, José R., Montoya, María C.

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Modified Frank–Wolfe algorithm for enhanced sparsity in support vector machine classifiers von Alaíz, Carlos M., Suykens, Johan A.K.

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Modified Frank-Wolfe algorithm for enhanced sparsity in support vector machine classifiers von Alaiz, Carlos M, Suykens, Johan A.K

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ν-SVM solutions of constrained Lasso and Elastic net von Torres-Barrán, Alberto, Alaíz, Carlos M., Dorronsoro, José R.

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Correlation matrix nearness and completion under observation uncertainty von Alaiz, C. M., Dinuzzo, F., Sra, S.

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Convex Multi-Task Learning with Neural Networks von Ruiz, Carlos, Alaíz, Carlos M., Dorronsoro, José R.

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Structure Learning in Deep Multi-Task Models von Ruiz, Carlos, Alaíz, Carlos M., Dorronsoro, José R.

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Group Fused Lasso von Alaíz, Carlos M., Barbero, Álvaro, Dorronsoro, José R.

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Convex Graph Laplacian Multi-Task Learning SVM von Ruiz, Carlos, Alaíz, Carlos M., Dorronsoro, José R.

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