Concepedia

Discriminant analysis of high-dimensional data: a comparison of principal components analysis and partial least squares data reduction methods

E. Kate Kemsley

Chemometrics and Intelligent Laboratory Systems · 1996 · 248 citations · 19 references

Concepts

ComputingData ScienceData MiningData VisualizationFeature EngineeringData AnalysisData ReductionDimension ReductionDimensionality ReductionMultivariate AnalysisPrincipal Component AnalysisDimensionality Reduction For Large DataFeature Dimensionality ReductionLinear Discriminant AnalysisPartial Least Squares Discriminant AnalysisPrincipal ComponentsStatistical Discriminant AnalysisVariance Maximization

References

19

LIII. <i>On lines and planes of closest fit to systems of points in space</i>

Karl Pearson · The London Edinburgh and Dublin Philosophical Magazine and Journal of Science · 1901 · 11.7K citations

Natural Sciences, Mathematics, Geometry +5

Analysis of a complex of statistical variables into principal components.

H. Hotelling · Journal of Educational Psychology · 1933 · 9.5K citations

Natural Sciences, Biostatistics, Statistical Modeling +12

Principal Component Analysis

Colin Goodall, Ian T. Jolliffe · Technometrics · 1988 · 8.7K citations

Natural Sciences, Biostatistics, Data Analytics +5

The Collinearity Problem in Linear Regression. The Partial Least Squares (PLS) Approach to Generalized Inverses

Svante Wold, Axel Ruhe, Herman Wold et al. · SIAM Journal on Scientific and Statistical Computing · 1984 · 2.5K citations

Pharmacy, Biochemistry, Biomolecular Modeling +12

Multivariate calibration

David Steele · Spectrochimica Acta Part A Molecular Spectroscopy · 1990 · 2.2K citations