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The Annals of statistics, ISSN 0090-5364, 8/2009, Volume 37, Issue 4, pp. 1871 - 1905
Journal Article
04/2016, ISBN 1439806152
Book
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 | Algorithms | Learning | Reduction | Approximation | Analogue | Searching | Mathematical analysis
Journal Article
2018, 1, Chapman & Hall/CRC Monographs on Statistics & Applied Probability, ISBN 1498704476, Volume 1, 304
Sufficient dimension reduction is a rapidly developing research field that has wide applications in regression diagnostics, data visualization, machine learning, genomics, image processing, pattern... 
Statistics & Probability | Statistical Computing | Machine Learning | Statistics & Computing | Regression analysis-Data processing | Dimension reduction (Statistics)-Data processing | R (Computer program language) | Dimension reduction (Statistics) | Regression analysis
eBook
Journal of machine learning research, ISSN 1532-4435, 02/2010, Volume 11, pp. 451 - 490
Nonlinear dimensionality reduction methods are often used to visualize high-dimensional data, although the existing methods have been designed for other related tasks such as manifold learning... 
Visualization | Information retrieval | Manifold learning | Multidimensional scaling | Nonlinear dimensionality reduction | Automation & Control Systems | Computer Science, Artificial Intelligence | Technology | Computer Science | Science & Technology
Journal Article
Biometrika, ISSN 0006-3444, 8/2007, Volume 94, Issue 3, pp. 603 - 613
Journal Article
ACM Transactions on Knowledge Discovery from Data (TKDD), ISSN 1556-4681, 10/2010, Volume 4, Issue 3, pp. 1 - 21
... . Dimensionality reduction has been studied for many years, however, multilabel dimensionality reduction remains almost untouched... 
Dimensionality reduction | multilabel learning | Multilabel learning | Computer Science, Information Systems | Computer Science, Software Engineering | Technology | Computer Science | Science & Technology
Journal Article
Remote sensing (Basel, Switzerland), ISSN 2072-4292, 08/2017, Volume 9, Issue 8, p. 790
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 06/2005, Volume 100, Issue 470, pp. 410 - 428
Journal Article