Improved Update Rule and Sampling of Stochastic Gradient Descent with Extreme Early Stopping for Support Vector Machines.

Marcin Orchel Marcin Orchel Johan A. K. Suykens Improved Update Rule and Sampling of Stochastic Gradient Descent with Extreme Early Stopping for Support Vector Machines. 147-161 2021 LOD https://doi.org/10.1007/978-3-030-95470-3_11 conf/mod/2021-2 db/conf/mod/lod2021-2.html#OrchelS21 Marcin Orchel Johan A. K. Suykens Fast Hyperparameter Tuning for Support Vector Machines with Stochastic Gradient Descent. 481-493 2020 LOD (2) https://doi.org/10.1007/978-3-030-64580-9_40 conf/mod/2020-2 db/conf/mod/lod2020-2.html#OrchelS20 Marcin Orchel Johan A. K. Suykens Axiomatic Kernels on Graphs for Support Vector Machines. 685-700 2019 ICANN (Workshop) https://doi.org/10.1007/978-3-030-30493-5_62 conf/icann/2019w db/conf/icann/icann2019w.html#OrchelS19 Marcin Orchel Knowledge-Uncertainty Axiomatized Framework with Support Vector Machines for Sparse Hyperparameter Optimization. 1-8 2018 IJCNN https://doi.org/10.1109/IJCNN.2018.8489144 conf/ijcnn/2018 db/conf/ijcnn/ijcnn2018.html#Orchel18 Marcin Orchel Clustering by support vector manifold learning. 1087-1094 2017 IJCNN https://doi.org/10.1109/IJCNN.2017.7965973 conf/ijcnn/2017 db/conf/ijcnn/ijcnn2017.html#Orchel17

Marcin Orchel Solving classification problems by knowledge sets. 1109-1124 2015 149 Neurocomputing https://doi.org/10.1016/j.neucom.2014.07.022 db/journals/ijon/ijon149.html#Orchel15

Marcin Orchel Balanced Support Vector Regression. 727-738 2015 ICAISC https://doi.org/10.1007/978-3-319-19369-4_64 conf/icaisc/2015-2 db/conf/icaisc/icaisc2015-2.html#Orchel15

Marcin Orchel Support vector regression based on data shifting. 2-11 2012 96 Neurocomputing https://doi.org/10.1016/j.neucom.2011.10.039 db/journals/ijon/ijon96.html#Orchel12

Marcin Orchel Support Vector Regression with A Priori Knowledge Used in Order Execution Strategies Based on VWAP. 318-331 2011 ADMA (2) https://doi.org/10.1007/978-3-642-25856-5_24 conf/adma/2011-2 db/conf/adma/adma2011-2.html#Orchel11 Marcin Orchel Incorporating a Priori Knowledge from Detractor Points into Support Vector Classification. 332-341 2011 ICANNGA (2) https://doi.org/10.1007/978-3-642-20267-4_35 conf/icannga/2011-2 db/conf/icannga/icannga2011-2.html#Orchel11 Marcin Orchel Regression Based on Support Vector Classification. 353-362 2011 ICANNGA (2) https://doi.org/10.1007/978-3-642-20267-4_37 conf/icannga/2011-2 db/conf/icannga/icannga2011-2.html#Orchel11a Marcin Orchel Support Vector Regression as a Classification Problem with a Priori Knowledge in the Form of Detractors. 351-358 2011 ICMMI https://doi.org/10.1007/978-3-642-23169-8_38 conf/icmmi/2011 db/conf/icmmi/icmmi2011.html#Orchel11 Marcin Orchel Incorporating Detractors into SVM Classification. 361-369 2009 ICMMI https://doi.org/10.1007/978-3-642-00563-3_38 conf/icmmi/2009 db/conf/icmmi/icmmi2009.html#Orchel09 Johan A. K. Suykens