An Introduction to Categorical Data Analysis (Wiley Series in Probability and Statistics) - Hardcover

Agresti, Alan

Hardcover

ISBN 10: 0471226181 ISBN 13: 9780471226185

Verlag: John Wiley & Sons Inc, 2007

Inhaltsangabe

PRAISE FOR THE FIRST EDITION "THIS IS A SUPERB TEXT FROM WHICH TO TEACH CATEGORICAL DATA ANALYSIS, AT A VARIETY OF LEVELS. . . [T]HIS BOOK CAN BE VERY HIGHLY RECOMMENDED." SHORT BOOK REVIEWS "OF GREAT INTEREST TO POTENTIAL READERS IS THE VARIETY OF FIELDS THAT ARE REPRESENTED IN THE EXAMPLES: HEALTH CARE, FINANCIAL, GOVERNMENT, PRODUCT MARKETING, AND SPORTS, TO NAME A FEW." JOURNAL OF QUALITY TECHNOLOGY "ALAN AGRESTI HAS WRITTEN ANOTHER BRILLIANT ACCOUNT OF THE ANALYSIS OF CATEGORICAL DATA." THE STATISTICIAN THE USE OF STATISTICAL METHODS FOR CATEGORICAL DATA IS EVER INCREASING IN TODAY'S WORLD. AN INTRODUCTION TO CATEGORICAL DATA ANALYSIS, SECOND EDITION PROVIDES AN APPLIED INTRODUCTION TO THE MOST IMPORTANT METHODS FOR ANALYZING CATEGORICAL DATA. THIS NEW EDITION SUMMARIZES METHODS THAT HAVE LONG PLAYED A PROMINENT ROLE IN DATA ANALYSIS, SUCH AS CHI–SQUARED TESTS, AND ALSO PLACES SPECIAL EMPHASIS ON LOGISTIC REGRESSION AND OTHER MODELING TECHNIQUES FOR UNIVARIATE AND CORRELATED MULTIVARIATE CATEGORICAL RESPONSES. THIS SECOND EDITION FEATURES: TWO NEW CHAPTERS ON THE METHODS FOR CLUSTERED DATA, WITH AN EMPHASIS ON GENERALIZED ESTIMATING EQUATIONS (GEE) AND RANDOM EFFECTS MODELS A UNIFIED PERSPECTIVE BASED ON GENERALIZED LINEAR MODELS AN EMPHASIS ON LOGISTIC REGRESSION MODELING AN APPENDIX THAT DEMONSTRATES THE USE OF SAS(R) FOR ALL METHODS AN ENTERTAINING HISTORICAL PERSPECTIVE ON THE DEVELOPMENT OF THE METHODS SPECIALIZED METHODS FOR ORDINAL DATA, SMALL SAMPLES, MULTICATEGORY DATA, AND MATCHED PAIRS MORE THAN 100 ANALYSES OF REAL DATA SETS AND NEARLY 300 EXERCISES WRITTEN IN AN APPLIED, NONTECHNICAL STYLE, THE BOOK ILLUSTRATES METHODS USING A WIDE VARIETY OF REAL DATA, INCLUDING MEDICAL CLINICAL TRIALS, DRUG USE BY TEENAGERS, BASKETBALL SHOOTING, HORSESHOE CRAB MATING,

Über diesen Titel

Críticas

"Yes, I fully recommend the text as a basis for introductory course, for students, as well as non-specialists in statistics. The wealth of examples provided in the text is, from my point of view, a rich source of motivating ones own studies and work." (Biometrical Journal, Dec 2008) "This text does a good job of achieving its state goal, and we enthusiastically recommend it." (Journal of the American Statistical Association Sept 2008) "This book is very well-written and it is obvious that the author knows the subject inside out." (Journal of Applied Statistics, April 2008) "Provides an applied introduction to the most important methods for analyzing categorical data, such as chi-squared tests and logical regression." (Statistica 2008) "This is an introductory book and as such it is marvelous...essential for a novice..." (MAA Reviews, June 26, 2007)

Reseña del editor

Praise for the First Edition "This is a superb text from which to teach categorical data analysis, at a variety of levels...[t]his book can be very highly recommended." -Short Book Reviews "Of great interest to potential readers is the variety of fields that are represented in the examples: health care, financial, government, product marketing, and sports, to name a few." -Journal of Quality Technology "Alan Agresti has written another brilliant account of the analysis of categorical data." -The Statistician The use of statistical methods for categorical data is ever increasing in today's world. An Introduction to Categorical Data Analysis, Second Edition provides an applied introduction to the most important methods for analyzing categorical data. This new edition summarizes methods that have long played a prominent role in data analysis, such as chi-squared tests, and also places special emphasis on logistic regression and other modeling techniques for univariate and correlated multivariate categorical responses. This Second Edition features:* Two new chapters on the methods for clustered data, with an emphasis on generalized estimating equations (GEE) and random effects models* A unified perspective based on generalized linear models* An emphasis on logistic regression modeling* An appendix that demonstrates the use of SAS(r) for all methods* An entertaining historical perspective on the development of the methods* Specialized methods for ordinal data, small samples, multicategory data, and matched pairs* More than 100 analyses of real data sets and nearly 300 exercises Written in an applied, nontechnical style, the book illustrates methods using a wide variety of real data, including medical clinical trials, drug use by teenagers, basketball shooting, horseshoe crab mating, environmental opinions, correlates of happiness, and much more. An Introduction to Categorical Data Analysis, Second Edition is an invaluable tool for social, behavioral, and biomedical scientists, as well as researchers in public health, marketing, education, biological and agricultural sciences, and industrial quality control.

Details zur Ausgabe

• Verlag: John Wiley & Sons Inc
• Erscheinungsdatum: 2007
• ISBN 10: 0471226181
• ISBN 13: 9780471226185
• Einband: Tapa dura
• Sprache: Englisch
• Auflage: 2
• Anzahl der Seiten: 400