000 02303cam a22002418i 4500
999 _c38190
_d38190
020 _a9781032088471
041 _aeng
082 0 0 _a519.535
_bAFI-P
100 1 _aAfifi, A. A.
_q(Abdelmonem A.),
_eauthor.
245 1 0 _aPractical multivariate analysis /
_cAbdelmonem Afifi, Susanne May, Robin A. Donatello, Virginia A. Clark.
250 _aSixth edition
260 _aNew York :
_bRoutledge,
_c2021.
300 _axv, 418p.
504 _aIncludes bibliographical references and index.
505 0 _aWhat is multivariate analysis? -- Characterizing data for analysis -- Preparing for data analysis -- Data Visualization -- Data screening and transformations -- Selecting appropriate analyses -- Simple regression and correlation -- Multiple regression and correlation -- Variable selection in regression -- Special regression topics -- Discriminant analysis -- Logistic regression -- Regression analysis with survival data -- Principal components analysis -- Factor Analysis -- Cluster analysis -- Log-linear analysis -- Correlated outcomes regression.
520 _aThis is the sixth edition of a popular textbook on multivariate analysis. Well-regarded for its practical and accessible approach, with excellent examples and good guidance on computing, the book is particularly popular for teaching outside statistics, i.e. in epidemiology, social science, business, etc. The sixth edition has been updated with a new chapter on data visualization, a distinction made between exploratory and confirmatory analyses and a new section on generalized estimating equations and many new updates throughout. This new edition will enable the book to continue as one of the leading textbooks in the area, particularly for non-statisticians. Key Features: Provides a comprehensive, practical and accessible introduction to multivariate analysis. Keeps mathematical details to a minimum, so particularly geared toward a non-statistical audience. Includes lots of detailed worked examples, guidance on computing, and exercises. Updated with a new chapter on data visualization.
546 _aEnglish.
650 0 _aMultivariate analysis
_xData processing.
650 0 _aMultivariate analysis.
700 1 _aMay, Susanne
_eauthor.
700 1 _aDonatello, Robin A. ...[et al.]
_eauthor.
942 _2ddc
_cBK