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Multivariate Statistical Methods

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ISBN-10: 0070431868

ISBN-13: 9780070431867

Edition: 2nd 1976

Authors: Donald F. Morrison

List price: $46.63
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Book details

List price: $46.63
Edition: 2nd
Copyright year: 1976
Publisher: McGraw-Hill Companies, The
Binding: Cloth Text 
Language: English

Samples from the Multivariate Normal Populationp. 1
Introductionp. 1
Why Do We Need Multivariate Methods?p. 1
Multidimensional Random Variablesp. 3
The Multivariate Normal Distributionp. 8
Conditional and Marginal Distributions of Multinormal Variatesp. 14
Samples from the Multinormal Populationp. 20
Correlation and Regressionp. 25
Simultaneous Inferences about Regression Coefficientsp. 34
Inferences about the Correlation Matrixp. 38
Samples with Incomplete Observationsp. 43
Exercisesp. 46
Tests of Hypotheses on Meansp. 55
Introductionp. 55
Tests on Means and the T[superscript 2] Statisticp. 55
Simultaneous Inferences for Meansp. 62
The Case of Two Samplesp. 64
The Analysis of Repeated-Measurementsp. 68
Groups of Repeated Measurements: The Paired T[superscript 2] Testp. 84
Profile Analysis for Two Independent Groupsp. 87
The Power of Tests on Mean Vectorsp. 93
Some Tests with Known Covariance Matricesp. 97
Tests for Outlying Observationsp. 99
Testing the Normality Assumptionp. 103
Exercisesp. 108
The Multivariate Analysis of Variancep. 131
Introductionp. 131
The Multivariate General Linear Modelp. 131
The Multivariate Analysis of Variancep. 140
The Multivariate Analysis of Covariancep. 156
Multiple Comparisons in the Multivariate Analysis of Variancep. 164
Profile Analysisp. 172
Curve Fitting for Repeated Measurementsp. 183
Other Test Criteriap. 190
Exercisesp. 192
Classification by Discriminant Functionsp. 209
Introductionp. 209
The Linear Discriminant Function for Two Groupsp. 210
Classification with Known Parametersp. 213
The Case of Unequal Covariance Matricesp. 215
Estimation of the Misclassification Probabilitiesp. 218
Classification for Several Groupsp. 221
Linear Discrimination with a Singular Covariance Matrixp. 226
Classification by Logistic Regressionp. 230
Some Further Aspects of Classificationp. 232
Exercisesp. 234
Inferences from Covariance Matricesp. 242
Introductionp. 242
Hypothesis Tests for a Single Covariance Matrixp. 242
Tests for Two Special Patternsp. 245
Testing the Equality of Several Covariance Matricesp. 247
Testing the Independence of Sets of Variatesp. 249
Canonical Correlationp. 255
Exercisesp. 260
The Structure of Multivariate Observations: I. Principal Componentsp. 264
Introductionp. 264
The Principal Components of Multivariate Observationsp. 265
The Geometrical Meaning of Principal Componentsp. 274
The Interpretation of Principal Componentsp. 278
Some Patterned Matrices and Their Principal Componentsp. 282
The Sampling Properties of Principal Componentsp. 285
Some Further Topicsp. 293
Exercisesp. 298
The Structure of Multivariate Observations: II. Factor Analysisp. 317
Introductionp. 317
The Mathematical Model for Factor Analysisp. 318
Estimation of the Factor Loadingsp. 322
Testing the Goodness of Fit of the Factor Modelp. 327
Examples of Factor Analysesp. 329
Factor Rotationp. 334
An Alternative Model for Factor Analysisp. 340
The Evaluation of Factorsp. 342
Models for the Dependence Structure of Ordered Responsesp. 345
Clustering Sampling Unitsp. 351
Multidimensional Scalingp. 357
Exercisesp. 364
Referencesp. 371
Tables and Chartsp. 400
Upper Critical Values of the Standard Normal Distributionp. 400
Upper Critical Values of the Chi-squared Distributionp. 401
Upper Percentage Points of the t Distributionp. 402
Upper Percentage Points of the F Distributionp. 403
The Fisher z Transformationp. 405
Minimum Sample Sizes for a Single-Sample Repeated Measures Designp. 406
Charts 1-8: Power Functions of the F Testp. 410
Charts 9-16 and Table 7-15: Upper percentage points of the largest characteristic rootp. 418
Data Setsp. 443
Wechsler Adult Intelligence Scale subtest scoresp. 443
Iris Species Petal and Sepal Measurementsp. 445
Obesity Study Biochemical Levelsp. 447
Financial Ratios of Solvent and Financially Distressed Property Liability Insurersp. 449
Financial Ratios of Bankrupt and Solvent Companiesp. 452
Dimensions and Characteristics of Winged Aphids (Alate adelges)p. 454
Exchangeable Cations in Forest Soilp. 455
Average Instructor and Course Evaluations for Business School Faculty Membersp. 457
Name Indexp. 461
Subject Indexp. 465
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