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Principal Component Analysis

Colin R. Goodall, Ian T. Jolliffe

Technometrics · 1988 · 8,677 citations

Abstract

Introduction * Properties of Population Principal Components * Properties of Sample Principal Components * Interpreting Principal Components: Examples * Graphical Representation of Data Using Principal Components * Choosing a Subset of Principal Components or Variables * Principal Component Analysis and Factor Analysis * Principal Components in Regression Analysis * Principal Components Used with Other Multivariate Techniques * Outlier Detection, Influential Observations and Robust Estimation * Rotation and Interpretation of Principal Components * Principal Component Analysis for Time Series and Other Non-Independent Data * Principal Component Analysis for Special Types of Data * Generalizations and Adaptations of Principal Component Analysis

Cite this paper

Goodall, C. R., & Jolliffe, I. T. (1988). Principal component analysis. Technometrics, 30(3), 351. https://doi.org/10.2307/1270093

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