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Hardcover Computer-Aided Multivariate Analysis, Fourth Edition Book

ISBN: 1584883081

ISBN13: 9781584883081

Computer-Aided Multivariate Analysis (Texts in Statistical Science Series)

Computer-Aided Multivariate Analysis, Fourth Edition enables researchers and students with limited mathematical backgrounds to understand the concepts underlying multivariate statistical analysis, perform analysis using statistical packages, and understand the output. New topics include Loess and Poisson regression, nominal and ordinal logistic regression, interpretation of interactions in logistic and survival analysis, and imputation for missing values. This book includes new exercises and references, and updated options in the latest versions of the statistical packages. All data sets and codebooks are available for download. The authors explain the assumptions made in performing each analysis and test, how to determine if your data meets those assumptions, and what to do if they do not. What to Watch out for sections in each chapter warn of common difficulties. By reading this text, you will know what method to use with your data set, how to get the results, and how to interpret them and explain them to others. New in the Fourth Edition: Expanded explanation of checking for goodness of fit in logistic regression and survival analysis Kaplan-Meier estimates of survival curves, formal tests for comparing survival between groups, interactions and the use of time-dependent covariates in survival analysis Expanded discussion of how to handle missing values Latest features of the S-PLUS package in addition to SAS, SPSS, STATA, and STATISTICA for multivariate analysis Data sets for the problems are available at the CRC web site: http: //www.crcpress.com/product/isbn/9781584883081 Commands and output for examples used in the text for each statistical package are available at the UCLA web site: http: //www.ats.ucla.edu/stat/examples/cama4/

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Customer Reviews

3 ratings

Perspective from the Get-Go: Technical Names for Multivariate Analysis Methods Decoded for Your Con

I'm writing about the 2nd ed. (1990), but if you landed here, I think what I have is of value for later editions too. The book is fantastic. There are a myriad of technical terms for various kinds of multivariate analyses. The average person has no idea what the names mean -- or how to choose between them! To be able to DO anything (right, anyway) you need a CONCRETE understanding. Such is what this book provides. Right off the bat, the book tells you -- not only what kind of data each technique requires -- but what questions you might ask (and want answered) for such data. So, in a mere 4 pages -- near the beginning! -- you get 1 or 2 paragraphs on each of these: factor analysis, discriminant analysis, cluster analysis, multiple linear regression, principal components analysis, and more. You'll know what these techniques require as input (what kinds of data situations) and what they assume the question(s) is/are that you want answered -- already concrete, already good understanding of the differences of the formerly cryptic technique names in a mere 4 pages! I have seen no other book do this. The rest of the book is nearly as effective in the decoding of other details of the multivariate analyses. In short, start with this book, because therein you will be way way ahead in acquiring a perspective on multivariate analyses with little effort. Go to any other book(s) first and you may eventually develope a perspective -- only by accident, that is with little author help -- after a long hard road. Get your perspective from the get-go instead -- with this book.

Only a limited knowledge of statistics is assumed!

Often, students and researchers need to perform multivariate statistical analyses on their data. Unfortunately, a lack of mathematical training prevents many from taking advantage of advanced techniques, in part, because books focus on the theory and neglect explaining how to perform and interpret multivariate analyses on real-life data. Computer-Aided Multivariate Analysis is a welcome exception, helping students choose the appropriate analyses for their data, carry them out and interpret the results. Only a limited knowledge of statistics is assumed and geometrical and graphical explanations are used to explain what the analyses do. However the basic model is always given and assumptions are discussed. In this edition the computer emphasis is enhanced by the inclusion of three additional statistical packages written for the personal computer. The authors also discuss data entry, database management, data screening, data transformations, as well as multivariate data analysis. This third edition contains a new chapter on log-linear analysis of multi-way frequency tables.

Excellent, low-key intro to many techniques

While this book will not teach you all you need to know about any of the techniques to be an expert, it WILL teach you enough to read research, and to learn what the various techniques do. The mathematical level is moderate, and the emphasis is on practical applications. Highly recommended for grad students in the social sciences
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