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Adaptive penalties for generalized Tikhonov regularization in statistical regression models with application to spectroscopy data

Tikhonov regularization was proposed for multivariate calibration by Andries and Kalivas [1]. We use this framework for modeling the statistical association between spectroscopy data and a scalar outcome. In both the calibration and regression settings this regularization process has advantages over...

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Bibliografske podrobnosti
izdano v:J Chemom
Main Authors: Randolph, Timothy W., Ding, Jimin, Kundu, Madan G., Harezlak, Jaroslaw
Format: Artigo
Jezik:Inglês
Izdano: 2016
Teme:
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC6200416/
https://ncbi.nlm.nih.gov/pubmed/30369716
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/cem.2850
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