sample of publications
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articles
- Budget distributed support vector machine for non-ID Federated Learning scenarios. ACM Transactions on Intelligent Systems and Technology. 13:100:1-100:25. 2022
- Distributed nonlinear semiparametric support vector machine for big data applications on spark frameworks. IEEE Transactions on Systems Man Cybernetics-Systems. 50:4664-4675. 2020
- LIBIRWLS: A parallel IRWLS library for full and budgeted SVMs. KNOWLEDGE-BASED SYSTEMS. 136:183-186. 2017
- Training Support Vector Machines with privacy-protected data. PATTERN RECOGNITION. 72. 2017
- Improving the efficiency of IRWLS SVMs using parallel Cholesky factorization. PATTERN RECOGNITION LETTERS. 84:91-98. 2016
- Efficient parallel implementation of kernel methods. NEUROCOMPUTING. 191:175-186. 2016
- Adaptive approximate Kernel orthogonalization for antenna array processing. IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION. 61:4091-4100. 2013
- Automatic removal of ocular artefacts using adaptive filtering and independent component analysis for electroencephalogram data. IET Signal Processing. 6:99-106. 2012
- Combination of recursive least rho-norm algorithms for robust adaptive filtering in alpha-stable noise. IEEE TRANSACTIONS ON SIGNAL PROCESSING. 60:1478-1482. 2012
- Adaptive one-class support vector machine. IEEE TRANSACTIONS ON SIGNAL PROCESSING. 59:2975-2981. 2011
- Adaptive sigmoidal plant identification using reduced sensitivity recursive least squares. SIGNAL PROCESSING. 91:1066-1070. 2011
- Approximate Kernel Orthogonalization for Antenna Array Processing. IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION. 58:3942-3950. 2010
- New Feature Extraction Approach for Epileptic EEG Signal Detection using Time-Frequency Distributions. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING. 48:321-330. 2010
- Fast Error Estimation for Efficient Support Vector Machine Growing. NEUROCOMPUTING. 73:1018-1023. 2010
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book chapters
- EEG Signal Processing for Epilepsy Disease. In: Epileptic Seizures. INTECH. 49-69. 2012
- Kernel Methods for Smart Antennas. In: Intelligent Systems: Techniques and Applications. SHAKER VERLAG GMBH. 467-482. 2008
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conference contributions
- Double Confidential Federated Machine Learning Logistic Regression for Industrial Data Platforms. 1-8. 2020
- Optimization of AMS using Weighted AUC optimized models. 109-127. 2015
- Dimensionality Reduction For EEG Classification Usina Mutual Information And SVM 2011
- Parallel Semiparametric Support Vector Machines. 475-481. 2011