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Foundations and trends in machine learning, ISSN 1935-8237, 2009, Volume 2, Issue 4, pp. 275 - 365
Journal Article
The Annals of statistics, ISSN 0090-5364, 8/2009, Volume 37, Issue 4, pp. 1871 - 1905
Journal Article
Journal of catalysis, ISSN 0021-9517, 08/2016, Volume 340, pp. 122 - 135
Journal Article
European journal of operational research, ISSN 0377-2217, 2018, Volume 267, Issue 1, pp. 349 - 367
•Dimension-reduction method proposed for efficiency estimation.•Method substantially reduces estimation error in many cases... 
Dimension reduction | DEA | Dimensionality | FDH | Efficiency | FRONTIER ESTIMATION | DEA ESTIMATORS | PERFORMANCE | RETURNS | DATA ENVELOPMENT ANALYSIS | DETECTING OUTLIERS | BRANCHES | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | PRODUCTION EFFICIENCY | RELATIVE EFFICIENCY | SCALE
Journal Article
International statistical review, ISSN 0306-7734, 2013, Volume 81, Issue 1, pp. 134 - 150
Journal Article
Theoretical computer science, ISSN 0304-3975, 03/2016, Volume 620, pp. 105 - 118
We study adaptive data-dependent dimensionality reduction in the context of supervised learning in general metric spaces... 
Dimensionality reduction | Metric space | Doubling dimension | Rademacher complexity | PCA | PERFORMANCE | CLASSIFICATION | ERROR | COMPUTER SCIENCE, THEORY & METHODS | ALGORITHMS | ENTROPY | Algorithms | Learning | Reduction | Approximation | Analogue | Searching | Mathematical analysis
Journal Article
Applied surface science, ISSN 0169-4332, 05/2018, Volume 441, pp. 663 - 669
Journal Article
IEEE transactions on circuits and systems for video technology, ISSN 1558-2205, 2019, Volume 29, Issue 2, pp. 336 - 350
...>-positive region reduction. First, it is pointed out that decision rough set \alpha -positive region reduction is suitable for steganalysis feature selection... 
Adaptation models | Steganalysis | Computational modeling | Rich Model | Rough sets | Transform coding | Feature extraction | α-positive region reduction | Integrated circuit modeling | dimension reduction | feature selection | Principal component analysis | DISTORTION | IMAGES | alpha-positive region reduction | ENGINEERING, ELECTRICAL & ELECTRONIC
Journal Article
Information fusion, ISSN 1566-2535, 2018, Volume 41, pp. 119 - 128
Journal Article
Biometrika, ISSN 0006-3444, 8/2007, Volume 94, Issue 3, pp. 603 - 613
Journal Article
2007, Information science and statistics., ISBN 0387393501, xvi, 308
This book reviews well-known methods for reducing the dimensionality of numerical databases as well as recent developments in nonlinear dimensionality reduction... 
Visualization | Computational complexity | Logic, Symbolic and mathematical
Book
Expert systems with applications, ISSN 0957-4174, 2017, Volume 84, pp. 24 - 36
Journal Article