Page 495 - Jolliffe I. Principal Component Analysis
P. 495
Index
460
canonical correlation analysis 157,
potentially predictable variation
183, 199, 200, 222–229, 267,
354
309, 362, 392, 399 climatology, see atmospheric
canonical correlations 139, 157, science, meteorology and
224–225 climatology
canonical covariance analysis cluster analysis
see maximum covariance complete linkage 217, 218
analysis for observations 71, 84, 108–110,
canonical (factor) analysis 157 199, 200, 210–222, 299, 381,
canonical variate (discriminant) 387, 408
analysis 102, 199, 209, 210, for variables 138, 200, 213, 214
220, 223, 401 fuzzy clustering 212
centering by medians or modes 389 see also dissection, minimum
Central Limit Theorem 236 spanning tree
centroid method 154, 157
clusters 80, 147, 241, 294, 298
see also point estimation for
coefficient of determination,
factor loadings
see multiple correlation
chaos theory 303
coefficient
chemistry 9, 90, 384, 389
coefficient of variation 102, 384,
blood chemistry 40, 41, 116,
389
133–134, 292, 346
combined PCA 228
chemical engineering 380
common PCs 206, 209, 224, 338,
chemometrics 184, 231, 398 354–362, 368
gas chromatography 134–137
properties of chemical estimation and hypothesis
testing 355, 357, 360
compounds 74–76, 346
for dependent groups 357
properties of sand/mud/rock
partial common PC models 355
samples 224, 248, 390
comparisons
quantitative structure–activity
between clusters 217
relationships (QSAR) 74
spectrophotometry 190 between covariance structures 92
spectroscopy 184, 185, 253, 316, between data configurations 125,
413 140, 141, 261
Chernoff’s faces 107 between PCs 22, 24, 201, 257,
children 259–263, 339, 349, 354–362
heights and weights 233–236, between subspaces 140, 141, 252
316, 330 complex PCA 302, 309–314, 328,
intelligence tests 161–165, 271 329, 346, 369, 370
chi-squared distance 105 complex eigenval-
Cholesky factorization 182, 186 ues/eigenvectors
classification, see cluster analysis 309, 310, 369, 370
climate change/variation 73, 129, compositional data 25, 39, 338,
183, 305 340, 346–350, 374, 388
fingerprint techniques 328, 332, independence 347, 348
333, 388 non-linear structure 346, 348
