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» Optimal Difference Operator Selection
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IJCNN
2007
IEEE
15 years 9 months ago
Evaluation of Performance Measures for SVR Hyperparameter Selection
— To obtain accurate modeling results, it is of primal importance to find optimal values for the hyperparameters in the Support Vector Regression (SVR) model. In general, we sea...
Koen Smets, Brigitte Verdonk, Elsa Jordaan
126
Voted
ILP
2003
Springer
15 years 7 months ago
Query Optimization in Inductive Logic Programming by Reordering Literals
Query optimization is used frequently in relational database management systems. Most existing techniques are based on reordering the relational operators, where the most selective...
Jan Struyf, Hendrik Blockeel
ICC
2007
IEEE
135views Communications» more  ICC 2007»
15 years 9 months ago
Antenna Selection Strategies for MIMO Systems
—Antenna selection strategies for multiple-input multiple-output (MIMO) wireless systems is presented. In our scheme, both transmit and receive antenna selection is done at the r...
Insoo Hwang, Cheolwoo You, Yungsoo Kim, Vahid Taro...
112
Voted
ICDM
2006
IEEE
129views Data Mining» more  ICDM 2006»
15 years 8 months ago
Getting the Most Out of Ensemble Selection
We investigate four previously unexplored aspects of ensemble selection, a procedure for building ensembles of classifiers. First we test whether adjusting model predictions to p...
Rich Caruana, Art Munson, Alexandru Niculescu-Mizi...
130
Voted
ICPR
2010
IEEE
15 years 2 months ago
The Problem of Fragile Feature Subset Preference in Feature Selection Methods and a Proposal of Algorithmic Workaround
Abstract—We point out a problem inherent in the optimization scheme of many popular feature selection methods. It follows from the implicit assumption that higher feature selecti...
Petr Somol, Jiri Grim, Pavel Pudil