“…For several years, parallel factor analysis (PARAFAC) has been the tool of choice for the analysis of EEM spectral time-series as its specific restrictions are well-matched to the photophysical restrictions of fluorescence spectroscopy within the assumptions of Kasha’s rule, i.e., that strong emission occurs in a single, comparably narrow wavelength range for each fluorophore, somewhat independent of the excitation wavelength . While a typical multivariate analysis problem consists of a small number of EEM matrices (<100) with a large number of fluorescent components (>10), EEM analysis of chemical kinetics or, as in the present case, of chemical separation involves collection of hundreds or thousands of EEM matrices having only a very limited number of fluorescent components at one time (<6) . The advantages of PARAFAC lie in its speed and precision with which components can be attributed to fluorophores under these circumstances.…”