Online citations, reference lists, and bibliographies.
← Back to Search

A User's Guide To Principal Components

J. Jackson
Published 1991 · Mathematics

Save to my Library
Download PDF
Analyze on Scholarcy
Preface.Introduction.1. Getting Started.2. PCA with More Than Two Variables.3. Scaling of Data.4. Inferential Procedures.5. Putting It All Together-Hearing Loss I.6. Operations with Group Data.7. Vector Interpretation I : Simplifications and Inferential Techniques.8. Vector Interpretation II: Rotation.9. A Case History-Hearing Loss II.10. Singular Value Decomposition: Multidimensional Scaling I.11. Distance Models: Multidimensional Scaling II.12. Linear Models I : Regression PCA of Predictor Variables.13. Linear Models II: Analysis of Variance PCA of Response Variables.14. Other Applications of PCA.15. Flatland: Special Procedures for Two Dimensions.16. Odds and Ends.17. What is Factor Analysis Anyhow?18. Other Competitors.Conclusion.Appendix A. Matrix Properties.Appendix B. Matrix Algebra Associated with Principal Component Analysis.Appendix C. Computational Methods.Appendix D. A Directory of Symbols and Definitions for PCA.Appendix E. Some Classic Examples.Appendix F. Data Sets Used in This Book.Appendix G. Tables.Bibliography.Author Index.Subject Index.
This paper references

This paper is referenced by
Texture descriptors based on adaptive neighborhoods for classification of pigmented skin lesions
V. González-Castro (2015)
Temporal patterns of prokaryotic abundance, community structure and microbial activity in glacier foreland soils
K. Hofmann (2015)
Improving water content estimations using penetration resistance and principal component analysis
H. Bayat (2013)
Relationship between social capital and test seeking among blood donors in Brazil
C. A. Oliveira (2013)
Evaluation of CADASTER QSAR Models for the Aquatic Toxicity of (Benzo)triazoles and Prioritisation by Consensus Prediction
S. Cassani (2013)
Statistical process monitoring based on improved principal component analysis and its application to chemical processes
Chudong Tong (2013)
Multivariate statistical analysis of radioactive variables in two phosphate ores from Sudan.
A. Adam (2012)
A multiplatform metabolomic approach to characterize fecal signatures of negative postnatal events in chicks: a pilot study
Stéphane Beauclercq (2019)
Fault magnitude estimation for processes
Y. Zhang (2011)
X-Ray Micro- and Nanodiffraction Imaging on Human Mesenchymal Stem Cells and Differentiated Cells
M. Bernhardt (2016)
Design of Glycopeptides Used to Investigate Class II MHC Binding and T-Cell Responses Associated with Autoimmune Arthritis
I. E. Andersson (2011)
A hybrid fault diagnosis strategy for chemical process startups
Zhenheng Wang (2012)
An Improved Multivariate Image Analysis Method for Quality Control of Nanofiber Membranes
P. Facco (2011)
Evolving neural network using a genetic algorithm for predicting the deformation modulus of rock masses
A. Majdi (2010)
On the Use of Evolutionary Algorithms in Data Mining
E. Cantú-Paz (2002)
Radio channel measurements on an eight-branch indoor office distributed antenna system
T. Sorensen (2001)
Sensor fault detection and validation of VAV terminals in air conditioning systems
S. Wang (2005)
The application of mathematical and statistical methods in industry
C. Alciaturi (2010)
Inferential NOx Emission Prediction in Feedforward Reductant Control for SCR
H. C. Krijnsen (2001)
Aroma ageing trends in GC/MS profiles of liqueur wines.
Ana C. Pereira (2010)
Transcriptional regulation of cardiac genes balance pro- and anti-hypertrophic mechanisms in hypertrophic cardiomyopathy
Nina Gennebäck (2012)
An investigation of the effect of sample size on geometrical inspection point reduction using cluster analysis
Kristina Wärmefjord (2010)
Monitoring of Batch Processes using Spectroscopy
S. P. Gurden (2002)
Disjoint hard models for classification
Dong Li (2010)
Pattern Matching in Historical Data
Michael C. Johannesmeyer (2002)
Application of PCA and Hough Transform to classify features in optical images
Prajuab Inrawong (2012)
The analysis of survey data
J. Stack (1995)
Factors controlling the spatial distribution of soil piping erosion on loess-derived soils: A case study from central Belgium
E. Verachtert (2010)
Drift correction in multivariate calibration models using on-line reference measurements.
P. Gujral (2009)
Automated classification of neurological disorders of gait using spatio-temporal gait parameters.
C. Pradhan (2015)
Health Monitoring of Electro-Pneumatic Controlled Systems Using Multivariate Latent Methods: An Experimental Validation
W. M. Hussein (2013)
Chemical and physicochemical characterisation of various horse feed ingredients
C. Brøkner (2012)
See more
Semantic Scholar Logo Some data provided by SemanticScholar