Journal ArticleDOI
PLS-regression: a basic tool of chemometrics
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TLDR
PLS-regression (PLSR) as mentioned in this paper is the PLS approach in its simplest, and in chemistry and technology, most used form (two-block predictive PLS) is a method for relating two data matrices, X and Y, by a linear multivariate model.About:
This article is published in Chemometrics and Intelligent Laboratory Systems.The article was published on 2001-10-28. It has received 7861 citations till now. The article focuses on the topics: Partial least squares regression.read more
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A deep learning based feature extraction method on hyperspectral images for nondestructive prediction of TVB-N content in Pacific white shrimp (Litopenaeus vannamei)
TL;DR: In this article, a stacked auto-encoder (SAEs) algorithm was used for spectral feature extraction to predict total volatile basic nitrogen (TVB-N) content in Pacific white shrimp.
Journal ArticleDOI
Answers to critics: Why there is a long term toxicity due to a Roundup-tolerant genetically modified maize and to a Roundup herbicide.
Gilles-Eric Séralini,Robin Mesnage,Nicolas Defarge,Steeve Gress,Didier Hennequin,Emilie Clair,Manuela Malatesta,Joël Spiroux de Vendômois +7 more
TL;DR: The conclusions of long-term NK603 and Roundup toxicities came from the statistically highly discriminant findings at the biochemical level in treated groups in comparison to controls, because these findings do correspond in an blinded analysis to the pathologies observed in organs, that were in turn linked to the deaths by anatomopathologists.
Journal ArticleDOI
A spatio-temporal reference model of the aging brain.
Wyke Huizinga,Dirk H. J. Poot,Meike W. Vernooij,Gennady V. Roshchupkin,Esther E. Bron,Mohammad Arfan Ikram,Daniel Rueckert,Wiro J. Niessen,Stefan Klein +8 more
TL;DR: The morphology scores of cognitively normal subjects are on average lower than the scores of AD subjects, indicating that morphology differences between AD subjects and healthy subjects can be partly explained by accelerated aging.
Journal ArticleDOI
Using a Noninvasive Decoding Method to Classify Rhythmic Movement Imaginations of the Arm in Two Planes
Patrick Ofner,Gernot Müller-Putz +1 more
TL;DR: The classification of imagined movements of one limb in two different movement planes in seven out of nine subjects was shown, and a strong involvement of the supplementary motor area was found.
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Feasible Application of a Portable NIR-AOTF Tool for On-Field Prediction of Phenolic Compounds during the Ripening of Olives for Oil Production
Andrea Bellincontro,Agnese Taticchi,Maurizio Servili,Sonia Esposto,Daniela Farinelli,Fabio Mencarelli +5 more
TL;DR: This work shows how NIR-AOTF can be considered a feasible tool for the on-field and nondestructive measurement of specific and total phenols in olives for oil production.
References
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Book
Regression Diagnostics: Identifying Influential Data and Sources of Collinearity
TL;DR: In this article, the authors present a method for detecting and assessing Collinearity of observations and outliers in the context of extensions to the Wikipedia corpus, based on the concept of Influential Observations.
Book
A User's Guide to Principal Components
TL;DR: In this paper, the authors present a directory of Symbols and Definitions for PCA, as well as some classic examples of PCA applications, such as: linear models, regression PCA of predictor variables, and analysis of variance PCA for Response Variables.
Journal ArticleDOI
A Leisurely Look at the Bootstrap, the Jackknife, and Cross-Validation
Bradley Efron,Gail Gong +1 more
TL;DR: This paper reviewed the nonparametric estimation of statistical error, mainly the bias and standard error of an estimator, or the error rate of a prediction rule, at a relaxed mathematical level, omitting most proofs, regularity conditions and technical details.