摘要: … for estimating PCs with sparse loadings, which we call sparse principal component analysis (… integrated into the regression criterion, leading to a modified PCA with sparse loadings. …
loria.fr
stanford.edu 
jstor.org 
researchgate.net 参考文章(17)
J. N. R. Jeffers, Two Case Studies in the Application of Principal Component Analysis Journal of The Royal Statistical Society Series C-applied Statistics. ,vol. 16, pp. 225- 236 ,(1967) , 10.2307/2985919
James Franklin, The elements of statistical learning : data mining, inference,and prediction The Mathematical Intelligencer. ,vol. 27, pp. 83- 85 ,(2005) , 10.1007/BF02985802
Trevor Hastie, Robert Tibshirani, Michael B Eisen, Ash Alizadeh, Ronald Levy, Louis Staudt, Wing C Chan, David Botstein, Patrick Brown, 'Gene shaving' as a method for identifying distinct sets of genes with similar expression patterns Genome Biology. ,vol. 1, pp. 1- 21 ,(2000) , 10.1186/GB-2000-1-2-RESEARCH0003
Jorge Cadima, Ian T. Jolliffe, Loading and correlations in the interpretation of principle compenents Journal of Applied Statistics. ,vol. 22, pp. 203- 214 ,(1995) , 10.1080/757584614
S. K. Vines, Simple principal components Journal of The Royal Statistical Society Series C-applied Statistics. ,vol. 49, pp. 441- 451 ,(2000) , 10.1111/1467-9876.00204
Ian T. Jolliffe, Rotation of principal components: choice of normalization constraints Journal of Applied Statistics. ,vol. 22, pp. 29- 35 ,(1995) , 10.1080/757584395
Peter J. B. Hancock, A. Mike Burton, Vicki Bruce, FACE PROCESSING : HUMAN PERCEPTION AND PRINCIPAL COMPONENTS ANALYSIS Memory & Cognition. ,vol. 24, pp. 26- 40 ,(1996) , 10.3758/BF03197270
Michael R Osborne, Brett Presnell, Berwin A Turlach, A new approach to variable selection in least squares problems Ima Journal of Numerical Analysis. ,vol. 20, pp. 389- 403 ,(2000) , 10.1093/IMANUM/20.3.389
Robert Tibshirani, Trevor Hastie, Berwin A. Turlach, Bradley Efron, Jean Michel Loubes, Jean Michel Loubes, Hemant Ishwaran, Robert A. Stine, Keith Knight, Sanford Weisberg, Saharon Rosset, Saharon Rosset, Iain Johnstone, Pascal Massart, Pascal Massart, David Madigan, J. I. Zhu, Greg Ridgeway, Greg Ridgeway, Least angle regression Annals of Statistics. ,vol. 32, pp. 407- 499 ,(2004) , 10.1214/009053604000000067
Ian T Jolliffe, Nickolay T Trendafilov, Mudassir Uddin, A Modified Principal Component Technique Based on the LASSO Journal of Computational and Graphical Statistics. ,vol. 12, pp. 531- 547 ,(2003) , 10.1198/1061860032148