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Journal of machine learning research, ISSN 1532-4435, 2014, Volume 15, pp. 1371 - 1429
In this paper, we present a new adaptive feature scaling scheme for ultrahigh-dimensional feature selection on Big Data, and then reformulate it as a convex... 
Ultrahigh dimensionality | Multiple kernel learning | Feature selection | Big data | Nonlinear feature selection | Feature generation | Automation & Control Systems | Computer Science, Artificial Intelligence | Technology | Computer Science | Science & Technology
Journal Article
Neurocomputing (Amsterdam), ISSN 0925-2312, 07/2018, Volume 300, pp. 70 - 79
High-dimensional data analysis is a challenge for researchers and engineers in the fields of machine learning and data mining. Feature selection provides an... 
Dimensionality reduction | Feature selection | Data mining | Machine learning | Computer science | Information management | Analysis
Journal Article
Neurocomputing (Amsterdam), ISSN 0925-2312, 06/2017, Volume 241, pp. 204 - 214
Analysis of electroencephalogram (EEG) signal is crucial due to its non-stationary characteristics, which could lead the way to proper detection method for the... 
Correlation-based Feature Selection (CFS) | Improved Correlation-based Feature Selection (ICFS) | Random Forest (RF) | Electroencephalogram (EEG) | Discrete Wavelet transformation (DWT) | Computer science | Information science | Nervous system diseases | Analysis | Epilepsy | Electroencephalography | Seizures (Medicine)
Journal Article
Bulletin of electrical engineering and informatics (edisi elektronik), ISSN 2089-3191, 09/2018, Volume 7, Issue 3, pp. 465 - 470
Journal Article
Expert systems with applications, ISSN 0957-4174, 05/2016, Volume 49, pp. 31 - 47
Journal Article
Pattern recognition, ISSN 0031-3203, 04/2019, Volume 88, pp. 654 - 667
•Unlike common multi-label feature selection, the proposed method derives from different cognitive standpoint.•Feature selection process is directly done on... 
Online feature selection | Feature selection | Label-specific features | Multi-label dataset | Pareto dominance | Algorithms
Journal Article
ISPRS journal of photogrammetry and remote sensing, ISSN 0924-2716, 04/2016, Volume 114, pp. 24 - 31
Journal Article
Expert systems with applications, ISSN 0957-4174, 08/2006, Volume 31, Issue 2, pp. 231 - 240
Support Vector Machines, one of the new techniques for pattern classification, have been widely used in many application areas. The kernel parameters setting... 
Support vector machines | Feature selection | Data mining | Genetic algorithm | Classification | Algorithms
Journal Article
Journal Article
ACM Computing Surveys (CSUR), ISSN 0360-0300, 01/2018, Volume 50, Issue 6, pp. 1 - 45
Feature selection, as a data preprocessing strategy, has been proven to be effective and efficient in preparing data (especially high-dimensional data) for... 
Feature selection | Computer Science, Theory & Methods | Technology | Computer Science | Science & Technology | Studies | Algorithms | Data management | Preprocessing | Big Data | Data processing | Statistical methods | Data mining | Artificial intelligence | Computer Science - Learning
Journal Article