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Multiway calibration methodologies are gaining more and more attention in the field of analytical chemistry.Several novel quadrilinear decomposition algorithms for four-way calibration have been developed in our laboratory.The regularized self-weighted alternating quadrilinear decomposition (RSWAQLD) algorithm is a newer one.It inherits the self-weighted principle from the self-weighted alternating trilinear decomposition (SWATLD).