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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.
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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.

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Journal ArticleDOI

Determination of Chinese liquors from different geographic origins by combination of mass spectrometry and chemometric technique

TL;DR: Wang et al. as discussed by the authors used a combination of partial least squares discriminant analysis (PLS-DA) and stepwise linear discriminant analyses (SLDA) to identify Chinese liquor from different geographic origins.
Book ChapterDOI

From classic motor imagery to complex movement intention decoding: The noninvasive Graz-BCI approach

TL;DR: An overview of the Graz-BCI research, from the classic motor imagery detection to complex movement intentions decoding, and the major findings in movement imagination decoding, where the importance of estimating the sources of the discriminative features is emphasized.
Journal ArticleDOI

Quantification of paracetamol through tablet blister packages by Raman spectroscopy and multivariate curve resolution-alternating least squares

TL;DR: In this article, the authors demonstrate how paracetamol can be quantified inside blister packages using the combination of Raman spectroscopy and multivariate curve resolution-alternating least squares (MCR-ALS).
Journal ArticleDOI

Associations between complex OHC mixtures and thyroid and cortisol hormone levels in East Greenland polar bears.

TL;DR: Relationships indicate that (1) the hypothalamic-pituitary-adrenal (HPA) axis in East Greenland polar bears is likely to be affected by OHC-contaminants and (2) the association between OHCs and cortisol may be linked with the hypothalamus-pituitsary-thyroid (HPT) axis.
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

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.
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