Feature selection increases cross-validation imprecision

2006 IEEE International Workshop on Genomic Signal Processing and Statistics, GENSIPS 2006

Volumn , Issue , 2006, Pages 17-18

  Xiao, Yufei ^a   Hua, Jianping ^b   Dougherty, Edward R ^a,b  

^a TEXAS A AND M UNIVERSITY   (United States)

^b TRANSLATIONAL GENOMICS RESEARCH INSTITUTE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ESTIMATION; SIGNAL PROCESSING; SULFATE MINERALS;

CROSS-VALIDATION (CV); ERROR ESTIMATIONS; FEATURE SELECTION (FS); GENOMIC SIGNAL PROCESSING; INTERNATIONAL (CO); SMALL SAMPLES;

ERROR ANALYSIS;

EID: 48649092731     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/GENSIPS.2006.353134     Document Type: Conference Paper

References (4)

1. U. Braga-Neto, and E. R. Dougherty, "Bolstered error estimation," Pattern Recognition, vol. 37, pp. 1267-1281, 2004.
2. C. Sima, U. Braga-Neto, and E. R. Dougherty, "Superior feature-set ranking for small samples using bolstered error estimation," Bioinformatics, vol. 21, no. 7, pp. 1046-1054, 2005.
3. C. Sima, S. Attoor, U. Braga-Neto, J. Lowey, E. Suh, and E. R. Dougherty, "Impact of error estimation on feature selection," Pattern Recognition, vol. 38, no. 12, pp. 2472-2482, 2005.
4. A. M. Molinaro, R. Simon, and R. M. Pfeiffer, "Prediction error estimation: a comparison of resampling methods," Bioinformatics, vol. 21, no. 15, pp. 3301-3307, 2005.