Forensic discrimination of photocopy and printer toners. II. Discriminant analysis applied to infrared reflection-absorption spectroscopy

被引:46
作者
Egan, WJ
Morgan, SL
Bartick, EG [1 ]
Merrill, RA
Taylor, HJ
机构
[1] Fed Bur Invest Acad, Fbi Lab, Counterterrorism & Forens Sci Res Unit, Quantico, VA 22135 USA
[2] Univ S Carolina, Dept Chem & Biochem, Columbia, SC 29208 USA
[3] FBI Lab, Questioned Documents Unit, Quantico, VA 22135 USA
关键词
pattern recognition; discriminant analysis; questioned documents; photocopy toner; reflection-absorption infrared spectroscopy; spectral library;
D O I
10.1007/s00216-003-2074-z
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Copy toner samples were analyzed using reflection-absorption infrared microscopy (R-A IR). The grouping of copy toners into distinguishable classes achieved by visual comparison and computer-assisted spectral matching was compared to that achieved by multivariate discriminant analysis. For a data set containing spectra of 430 copy toners, 90% (388/430) of the spectra were initially correctly grouped into the classifications previously established by spectral matching. Three groups of samples that did not classify well contained too few samples to allow reliable classification. Samples from two other pairs of groups were similar and often misclassified. Closer examination of spectra from these groups revealed discriminating features that could be used in separate discriminant analyses to improve classification. For one pair of groups, the classification accuracy improved to 91% (81/89) and 97% (28/29), for the two groups, respectively. The other pair of groups were completely distinguishable from one another. With these additional tests, multivariate discriminant analysis correctly classified 96% of the 430 R-A IR toner spectra into the toner groups found previously by spectral matching.
引用
收藏
页码:1279 / 1285
页数:7
相关论文
共 41 条
  • [1] Andrasko J, 1996, J FORENSIC SCI, V41, P812
  • [2] ANDRASKO J, 1994, J FORENSIC SCI, V39, P226
  • [3] Forensic discrimination of photocopy toners by FT-infrared reflectance spectroscopy
    Bartick, EG
    Merrill, RA
    Egan, WJ
    Kochanowski, BK
    Morgan, SL
    [J]. FOURIER TRANSFORM SPECTROSCOPY, 1998, (430): : 257 - 259
  • [4] A NEW APPROACH TO FORENSIC ANALYSIS WITH INFRARED MICROSCOPY - INTERNAL-REFLECTION SPECTROSCOPY
    BARTICK, EG
    TUNGOL, MW
    REFFNER, JA
    [J]. ANALYTICA CHIMICA ACTA, 1994, 288 (1-2) : 35 - 42
  • [5] EVIDENCE FOR OLEFIN METATHESIS CATALYZED BY METALLIC MOLYBDENUM PROCEEDING VIA AN ASSOCIATIVE MECHANISM AT HIGH-TEMPERATURE
    BARTLETT, B
    SHNEERSON, V
    TYSOE, WT
    [J]. CATALYSIS LETTERS, 1995, 32 (1-2) : 1 - 7
  • [6] Brandi J, 1997, INT J FORENSIC DOC E, V3, P324
  • [7] Brown SD, 1996, ANAL CHEM, V68, pR21, DOI 10.1021/a1960005x
  • [8] THE GEOMETRY OF CANONICAL VARIATE ANALYSIS
    CAMPBELL, NA
    ATCHLEY, WR
    [J]. SYSTEMATIC ZOOLOGY, 1981, 30 (03): : 268 - 280
  • [9] ANALYTICAL METHODS FOR DETECTING FRAUDULENT DOCUMENTS
    CANTU, AA
    [J]. ANALYTICAL CHEMISTRY, 1991, 63 (17) : A847 - A854
  • [10] APPLICATION OF MULTIDIMENSIONAL ANALYSES TO THE EXTRACTION OF DISCRIMINANT SPECTRAL PATTERNS FROM NIR SPECTRA
    DEVAUX, MF
    BERTRAND, D
    ROBERT, P
    QANNARI, M
    [J]. APPLIED SPECTROSCOPY, 1988, 42 (06) : 1015 - 1019