Ontology highlight
ABSTRACT:
SUBMITTER: Eliseyev A
PROVIDER: S-EPMC5701264 | biostudies-literature | 2017 Nov
REPOSITORIES: biostudies-literature
Eliseyev Andrey A Auboiroux Vincent V Costecalde Thomas T Langar Lilia L Charvet Guillaume G Mestais Corinne C Aksenova Tetiana T Benabid Alim-Louis AL
Scientific reports 20171124 1
A tensor-input/tensor-output Recursive Exponentially Weighted N-Way Partial Least Squares (REW-NPLS) regression algorithm is proposed for high dimension multi-way (tensor) data treatment and adaptive modeling of complex processes in real-time. The method unites fast and efficient calculation schemes of the Recursive Exponentially Weighted PLS with the robustness of tensor-based approaches. Moreover, contrary to other multi-way recursive algorithms, no loss of information occurs in the REW-NPLS. ...[more]