SOME THEORETICAL RESULTS ON 2ND-ORDER CALIBRATION METHODS FOR DATA WITH AND WITHOUT RANK OVERLAP

被引:50
作者
KIERS, HAL
SMILDE, AK
机构
[1] UNIV AMSTERDAM,ANALYT CHEM LAB,1018 WV AMSTERDAM,NETHERLANDS
[2] DEPT PATHOL,9712 TS GRONINGEN,NETHERLANDS
关键词
GRAM; PARAFAC; RANK OVERLAP; 2ND-ORDER CALIBRATION;
D O I
10.1002/cem.1180090305
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
GRAM, a method for second-order calibration, has been introduced by Sanchez and Kowalski and later modified by Wilson, Sanchez and Kowalski. The methods are based on the claim that, in cases without measurement error they yield correct estimates for the concentration ratios and profiles of (rank-one) analytes present in sample and mixture. This claim has not been proven rigorously. In the present paper, rigorous proofs are given for situations where the claims are valid indeed. In addition, it is shown that PARAFAC, an alternative method for second-order calibration, can be used to obtain the same results. Next it is shown that the claims do not hold in cases with 'rank overlap' (partly overlapping profiles) and it is proven that a procedure by Wang et al. can still be used to assess some of the concentration ratios. A general framework is provided for a variety of second-order calibration problems and the extent to which quantitative and qualitative information can be expected is given.
引用
收藏
页码:179 / 195
页数:17
相关论文
共 15 条
[1]   ANALYSIS OF INDIVIDUAL DIFFERENCES IN MULTIDIMENSIONAL SCALING VIA AN N-WAY GENERALIZATION OF ECKART-YOUNG DECOMPOSITION [J].
CARROLL, JD ;
CHANG, JJ .
PSYCHOMETRIKA, 1970, 35 (03) :283-&
[2]  
Harshman R., 1970, UCLA WORKING PAPERS, V16, P1
[3]  
Harshman Richard A, 1972, UCLA WORKING PAPERS, V22, P3
[4]  
Kiers H.A.L., 1992, STAT APPL, V4, P659
[5]   PRINCIPAL COMPONENT ANALYSIS OF 3-MODE DATA BY MEANS OF ALTERNATING LEAST-SQUARES ALGORITHMS [J].
KROONENBERG, PM ;
DELEEUW, J .
PSYCHOMETRIKA, 1980, 45 (01) :69-97
[6]   GENERALIZED RANK ANNIHILATION METHOD USING SIMILARITY TRANSFORMATIONS [J].
LI, SS ;
HAMILTON, JC ;
GEMPERLINE, PJ .
ANALYTICAL CHEMISTRY, 1992, 64 (06) :599-607
[7]  
MITCHELL BC, 1993, CHEMOMETRICS INTELL, V320, P149
[8]   ALGORITHM FOR GENERALIZED MATRIX EIGENVALUE PROBLEMS [J].
MOLER, CB ;
STEWART, GW .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 1973, 10 (02) :241-256
[9]   GENERALIZED RANK ANNIHILATION FACTOR-ANALYSIS [J].
SANCHEZ, E ;
KOWALSKI, BR .
ANALYTICAL CHEMISTRY, 1986, 58 (02) :496-499
[10]   THEORY OF MEDIUM-RANK 2ND-ORDER CALIBRATION WITH RESTRICTED-TUCKER MODELS [J].
SMILDE, AK ;
WANG, YD ;
KOWALSKI, BR .
JOURNAL OF CHEMOMETRICS, 1994, 8 (01) :21-36