Evaluating performance of Lasso relative to PCA and LDA to classify dyes on fibers

Forensic Chemistry - Tập 18 - Trang 100213 - 2020
Dayla C. Rich1, Kristen M. Livingston1, Stephen L. Morgan1
1Department of Chemistry and Biochemistry, University of South Carolina, 631 Sumter St., Columbia, SC 29208, United States

Tài liệu tham khảo

Houck, 2015, Textile fibers, 383 Reichard, 2017, Microspectrophotometric analysis of yellow polyester fiber dye loading with chemometric techniques, Forensic Chem., 3, 21, 10.1016/j.forc.2016.11.001 Robertson, 1999, 364 Goodpaster, 2009, Forensic analysis of dyed textile fibers, Anal. Bioanal. Chem., 394, 2009, 10.1007/s00216-009-2885-7 Needles, 1986, 158 Brinsko, 2016, The effects of environmental exposure on the optical, physical, and chemical properties of manufactured fibers of natural origin, J. Forensic Sci., 61, 1215, 10.1111/1556-4029.13140 Committee on Identifying the Needs of the Forensic Science Community, National Research Council, Strengthening Forensic Science in the United States: A Path Forward. 2009. Eng, 2009, The analysis of metameric blue fibers and their forensic significance, J. Forensic Sci., 54, 841, 10.1111/j.1556-4029.2009.01079.x Buzzinni, 2015, The analysis of colored acrylic, cotton, and wool textile fibers using micro-raman spectroscopy. Part 2: comparison with the traditional methods of fiber examination, J. Forensic Sci., 60, 712, 10.1111/1556-4029.12654 Morgan, 2007, Discrimination of forensic analytical chemical data using multivariate statistics, 333 James, 2017 Hastie, 2001 Tibshirani, 1996, Regression Shrinkage and Selection via the Lasso, J. R. Statistical Soc., 58, 267 Tibshirani, 2005, Sparsity and Smoothness via the Fused Lasso, J. R. Statistical Soc., 67, 91, 10.1111/j.1467-9868.2005.00490.x Hastie, 2015 Rasmussen, 2012, A tutorial on the Lasso approach to sparse modeling, Chemometrics Intell. Lab. Systems, 119, 21, 10.1016/j.chemolab.2012.10.003 Urda, 2017, Classification of high dimensional data using Lasso ensembles, IEEE Symp. Series Comput. Intell., 1 Diettrich, 2000