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Journal of the Royal Statistical Society. Series B (Statistical Methodology), ISSN 1369-7412, 9/2010, Volume 72, Issue 4, pp. 417 - 473
Journal Article
Journal of the Royal Statistical Society. Series B (Statistical Methodology), ISSN 1369-7412, 1/2013, Volume 75, Issue 1, pp. 55 - 80
Journal Article
Pattern Recognition Letters, ISSN 0167-8655, 2010, Volume 31, Issue 14, pp. 2225 - 2236
This paper proposes, focusing on random forests, the increasingly used statistical method for classification and regression problems introduced by Leo Breiman... 
Regression | High dimensional data | Variable importance | Random forests | Classification | Variable selection | LINEAR-REGRESSION | GENE SELECTION | CANCER | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Usage | Analysis | Forests and forestry | Statistics | Statistics Theory | Mathematics
Journal Article
Journal Article
Journal of Chemometrics, ISSN 0886-9383, 11/2010, Volume 24, Issue 11‐12, pp. 728 - 737
Journal Article
Computers and Electrical Engineering, ISSN 0045-7906, 01/2014, Volume 40, Issue 1, pp. 16 - 28
Plenty of feature selection methods are available in literature due to the availability of data with hundreds of variables leading to data with very high... 
COMPUTER SCIENCE, HARDWARE & ARCHITECTURE | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | ALGORITHMS | VARIABLE SELECTION | GENE SELECTION | ENGINEERING, ELECTRICAL & ELECTRONIC | Availability | Electrical engineering | Mathematical analysis | Machine learning | Mathematical models | Pattern recognition | Arrays | Standards
Journal Article
The Annals of Statistics, ISSN 0090-5364, 10/2009, Volume 37, Issue 5A, pp. 2178 - 2201
This paper explores the following question: what kind of statistical guarantees can be given when doing variable selection in high-dimensional models? In... 
Regression coefficients | Error rates | Statistical variance | Sample size | False positive errors | Linear regression | Cleaning | Estimators | Genetic screening | Signal detection | Sparsity | Stepwise regression | Lasso | REGRESSION | stepwise regression | CONSISTENCY | APPROXIMATION | STATISTICS & PROBABILITY | sparsity | Variables | Studies | Regression analysis | Linear equations | 62J05 | 62J07 | Stepwise Regression
Journal Article
The Annals of Statistics, ISSN 0090-5364, 6/2004, Volume 32, Issue 3, pp. 870 - 897
Journal Article