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Model Selection for Support Vector Machines: Advantages and Disadvantages of the Machine Learning Theory 1-gen-2010 Anguita, D.; Ghio, A.; Greco, N.; Oneto, L.; Ridella, S.
The Impact of Unlabeled Patterns in Rademacher Complexity Theory for Kernel Classifiers 1-gen-2011 Anguita, D.; Ghio, A.; Oneto, L.; Ridella, S.
In-sample Model Selection for Support Vector Machines 1-gen-2011 Anguita, D.; Ghio, A.; Oneto, L.; Ridella, S.
Maximal Discrepancy vs. Rademacher Complexity for Error Estimation 1-gen-2011 Anguita, D.; Ghio, A.; Oneto, L.; Ridella, S.
Selecting the hypothesis space for improving the generalization ability of support vector machines 1-gen-2011 Anguita, Davide; Ghio, Alessandro; Oneto, Luca; Ridella, Sandro
Human Activity Recognition on Smartphones Using a Multiclass Hardware-Friendly Support Vector Machine 1-gen-2012 Anguita, D.; Ghio, A.; Oneto, L.; Parra, X.; Reyes-Ortiz, J. L.
Nested Sequential Minimal Optimization for Support Vector Machine 1-gen-2012 Ghio, A.; Anguita, D.; Oneto, L.; Ridella, S.; Schatten, C.
Rademacher Complexity and Structural Risk Minimization: an Application to Human Gene Expression Datasets 1-gen-2012 Oneto, L.; Anguita, D.; Ghio, A.; Ridella, S.
The ‘K’ in K-fold Cross Validation 1-gen-2012 Anguita, D.; Ghelardoni, L.; Ghio, A.; Oneto, L.; Ridella, S.
In-Sample and Out-of-Sample Model Selection and Error Estimation for Support Vector Machines 1-gen-2012 Anguita, Davide; Ghio, Alessandro; Oneto, Luca; Ridella, Sandro
In-Sample Model Selection for Trimmed Hinge Loss Support Vector Machine 1-gen-2012 Anguita, D.; Ghio, A.; Oneto, L.; Ridella, S.
Structural Risk Minimization and Rademacher Complexity for Regression 1-gen-2012 Anguita, Davide; Ghio, Alessandro; Oneto, Luca; Ridella, Sandro
A Heuristic Approach to Model Selection for Online Support Vector Machines 1-gen-2013 Anguita, Davide; Ghio, Alessandro; Lawal, ISAH ABDULLAHI; Oneto, Luca
Training Computationally Efficient Smartphone-based Human Activity Recognition Models 1-gen-2013 Anguita, D.; Ghio, A.; Oneto, L.; Parra, X.; Reyes-Ortiz, J. L.
An Improved Analysis of the Rademacher Data-dependent Bound Using Its Self-Bounding Property 1-gen-2013 Oneto, L.; Ghio, A.; Anguita, D.; Ridella, S.
A Public Domain Dataset for Human Activity Recognition using Smartphones 1-gen-2013 Anguita, D.; Ghio, A.; Oneto, L.; Parra, X.; Reyes-Ortiz, J. L.
Energy Efficient Smartphone-Based Activity Recognition Using Fixed-Point Arithmetic 1-gen-2013 Anguita, D.; Ghio, A.; Oneto, L.; Parra, X.; Reyes-Ortiz, L.
Some Results About the Vapnik-Chervonenkis Entropy and the Rademacher Complexity 1-gen-2013 Anguita, D.; Ghio, A.; Oneto, L.; Ridella, S.
A Learning Machine with a Bit-Based Hypothesis Space 1-gen-2013 Anguita, D.; Ghio, A.; Oneto, L.; Ridella, S.
A Novel Procedure for Training L1-L2 Support Vector Machine Classifiers 1-gen-2013 Anguita, D.; Ghio, A.; Oneto, L.; Reyes-Ortiz, J. L.; Ridella, S.
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