Multigroup discrimination of river, beach, and dune sands using axial-ratio sample statistics of quartz grains |
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Authors: | Basanta K. Sahu |
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Affiliation: | (1) Department of Earth Sciences, Indian Institute of Technology, 400076 Bombay, India |
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Abstract: | Optimal discrimination among several groups can be achieved by simultaneous diagonalization of pooled within-group, W, and among-group, A, sums of squares and cross-product matrices formed by utilizing axial-ratio sample statistics of quartz grains belonging to different sieve grades. This method maximizes the ratio of among-group cross products to within-group cross product quadratic forms (V'AV/V'WV)and simultaneously yields discriminant scores whose correlation coefficients are zero for group means as well as for within each group. This procedure enables a simple Euclidean distance measure for partitioning the discriminant space for assignment. Although W–1and Amatrices are symmetric, the W–1 Amatrix needed for multigroup discrimination is asymmetric and hence the eigenstructure of W–1 Ais obtained by simultaneous diagonalization of Wand Amatrices. The first four sample statistics (mean, standard deviation, skewness, kurtosis) of normalized axial-ratios are required for discrimination, although the mean and standard deviation are the most important discriminators. |
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Keywords: | multigroup discrimination simultaneous diagonalization ofW andA matrices axial-ratio sample statistics from river beach and dune sands |
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