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Multivariate Statistics: Course Outline
We will briefly explore properties of the multivariate normal distribution. We will explore ordination techniques for selecting low dimensional summaries of high dimensional data.
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Course Outline
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Course Outline
Multivariate Normal Distribution.
Distribution of linear function of normal variants
Distribution of Quadratic forms.
Wishart distribution.
Hotelling’s T
2
-distribution.
Canonical variant Analysis.
Discriminant Analysis.
Principal Component and Factor Analysis.
Factor analysis versus principle component analysis.
Cluster Analysis.
Multivariate Analysis of Variance (MANOVA).
Text Book
Applied multivariate statistical analysis
Johnson, Richard A. | Dean W. Wichern
Edition statement:6th ed.
Published by : PHI Learning (New Delhi)
E-Book (Full Text)
Applied Multivariate Analysis
Author: Timm, Neil H.
Publisher: Springer
Year of Publication: 2002
Analysis of Microarray Gene Expression Data
Author: Lee, Mei-Ling Ting
Publisher: Kluwer Academic Publishers
Year of Publication: 2004
Multivariate Analysis for the Biobehavioral and Social Sciences : A Graphical Approach
Author: Brown, Bruce L. Hendrix, Suzanne B.
Hedges, Dawson W.
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Publisher: John Wiley & Sons
Year of Publication: 2011
Wiley Series in Probability and Statistics : Methods of Multivariate Analysis (3rd Edition)
Author: Rencher, Alvin C.
Publisher: John Wiley & Sons
Year of Publication: 2012
Contemporary Multivariate Analysis and Design of Experiments
Author: Fan, Jianqing Li, Gang
Publisher: World Scientific Publishing Co.
Year of Publication: 2005
Discriminant Analysis and Clustering
Panel on Discriminant Analysis
Publisher: National Academies Press
Year of Publication: 1988
E-Books (Full Text)
Multivariate Statistics
Theory And Applications - Proceedings Of The Ix Tartu Conference On Multivariate Statistics And Xx International Workshop On Matrices And Statistics
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Author: Kollo, Tonu
Publisher: World Scientific Publishing Company
Year of Publication: 2013
Probability and Mathematical Statistics : The Spectral Analysis of Time Series
Author: Koopmans, Lambert H.
Publisher: Academic Press
Year of Publication: 1995
Multivariate Analysis for the Biobehavioral and Social Sciences : A Graphical Approach
Brown, Bruce L.
Hendrix, Suzanne B.
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Hedges, Dawson W.
Publisher: John Wiley & Sons
Year of Publication: 2011
Statistics in Practice
Advances in Statistical Monitoring of Complex Multivariate Processes : With Applications in Industrial Process Control
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Author: Xie, Lei, Littler, Tim, Kruger, Uwe
Publisher: John Wiley & Sons
Year of Publication: 2012
Econometric Forecasting and High-Frequency Data Analysis
Author: Tse, Yiu-Kuen
Publisher: World Scientific
Year of Publication: 2008
Multiparametric Statistics
Author: Serdobolskii, Vadim Ivanovich
Publisher: Elsevier Science & Technology
Year of Publication: 2007
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