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Latent features with maximal correlation between two equal sets of variables

✍ Scribed by René Henrion; Günter Henrion


Publisher
John Wiley and Sons
Year
1990
Tongue
English
Weight
171 KB
Volume
4
Category
Article
ISSN
0886-9383

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✦ Synopsis


If in two data tables X and Y objects are characterized by the same variables (measured at different occasions), then looking for common latent features should be more appropriate than choosing latent features in X and Y separately (e.g. as in canonical correlation or PLS). The procedure to be proposed here is a slight modification of the method of linear characteristics (according to De Groot and Li) by disclaiming the assumption of equal inner-block covariance matrices. In order to find weights defining a latent feature with maximal correlation between X and Y, a system of non-linear equations has to be solved. The procedure is applied to the investigation of heavy metal concentrations in different human tissues.