An assessment of the jackknife and bootstrap procedures on uncertainty estimation in the variable importance in the projection metric

Chemometrics and Intelligent Laboratory Systems

Volumn 137, Issue , 2014, Pages 162-172

  Afanador, N L ^a,c   Tran, T N ^b   Buydens, L M C ^c  

^a MERCK RESEARCH LABORATORIES   (United States)

^b NV ORGANON   (Netherlands)

^c RADBOUD UNIVERSITY NIJMEGEN   (Netherlands)

Author keywords

Bootstrap; Jackknife; Partial least squares; Variable importance in the projection

Indexed keywords

ARTICLE; BOOTSTRAPPING; FALSE POSITIVE RESULT; GOOD MANUFACTURING PRACTICE; INTERMETHOD COMPARISON; JACKKNIFE TEST; MATHEMATICAL COMPUTING; MEASUREMENT; PARTIAL LEAST SQUARES REGRESSION; PREDICTION; PREDICTOR VARIABLE; PRIORITY JOURNAL; PROCESS OPTIMIZATION; QUALITY CONTROL PROCEDURES; UNCERTAINTY; VARIABLE IMPORTANCE IN THE PROJECTION METRIC;

EID: 84904759168     PISSN: 01697439     EISSN: 18733239     Source Type: Journal    
DOI: 10.1016/j.chemolab.2014.05.016     Document Type: Article

References (25)

1. Wiener Matthew C., Obando Louis, O'Neill Julia Qual. Eng. 2010, 22:157-168.
2. Chong Il-Gyo, JunT Chi-Hyuck Chemometr. Intell. Lab. Syst. 2005, 78:103-112.
3. Efron Bradley, Tibshirani Robert J. Introduction to the Bootstrap 1994, 287-288.
4. Efron Bradley, Tibshirani Robert J. Introduction to the Bootstrap 1994, 148.
5. Lee Afanador Nelson, Tran Thanh, Buydens Lutgarde Anal. Chim. Acta. 2013, 49-56.
6. Phatak Aloke, De Jong Simeon J. Chemometr. 1997, 11:311-338.
7. Efron Bradley, Gong Gail Am. Stat. 1983, 37(1):36-48.
8. Efron Bradley, Tibshirani Robert J. Introduction to the Bootstrap 1994, 134.
9. Efron Bradley, Gong Gail Am. Stat. 1983, 37(1):36-48.
10. Carpenter James, Bithell John Stat. Med. 2009, 1148-1149.
11. Efron Bradley, Tibshirani Robert J. Introduction to the Bootstrap 1994, 138.
12. Hesterberg Tim, Moore David S., Monaghan Shaun, Clipson Ashley, Epstein Rachel The Practice of Business Statistics 2003, 10.
13. Davidson A.C., Hinkly D.V. Bootstrap Methods and Their Application 1997, 193.
14. Efron Bradley, Tibshirani Robert J. Introduction to the Bootstrap 1994, 158.
15. Davidson A.C., Hinkly D.V. Bootstrap Methods and Their Application 1997, 194.
16. Efron Bradley, Tibshirani Robert J. Introduction to the Bootstrap 1994, 170.
17. Efron Bradley, Tibshirani Robert J. Introduction to the Bootstrap 1994, 160.
18. Efron Bradley, Tibshirani Robert J. Introduction to the Bootstrap 1994, 186-187.
19. Efron Bradley JASA 1987, 171-185.
20. Efron Bradley, Tibshirani Robert J. Introduction to the Bootstrap 1994, 185.
21. Chong Il-Gyo, Chi-Hyuck JunT Chemometr. Intell. Lab. Syst. 2005, 78:103-112.
22. Gauchi Jean-Pierre, Chagnon Pierre Chemometr. Intell. Lab. Syst. 2001, 58:171-193.
23. T.N. Tran, N.L. Afanador, L.M.C. Buydens, L. Blanchet, Interpretation of Variable Importance in Partial Least Squares with Significant Multivariate Correlation (SMC), Chemometr. Intell. Lab. Syst. (submitted for publication - n.d.).
24. Wackerly Dennis D., et al. Introduction to Mathematical Statistics 2002, 346-348. Duxbury, Pacific Grove, CA. 6th edition.
25. Gatz Donald F., Smith Luther The Standard Error of a Weighted Mean Concentration. Bootstrapping vs Other Methods. Atmos. Environ. 1995, 29(11):1185-1193.