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In chemistry, as well in other branches of science, there is a steady trend towards the use of more variables (properties) to characterize observations (e.g. samples, molecules, proc-esses). Wavelet analysis and compression, followed by PCA or PLS and their generalizations, form a simple and practical tool, allowing computations to be made using a much-reduced set of variables, but without any loss of information. |
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