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A Handbook of Statistical Analyses Using SAS
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A Handbook of Statistical Analyses Using SAS

A Handbook of Statistical Analyses Using SAS

Geoff Der, Brian S. Everitt

360 pages, parution le 01/09/2001

Résumé

Powerful software often comes, unfortunately, with an overwhelming amount of documentation. As a leading statistics software package, SAS is no exception. Its manuals comprise well over 10,000 pages and can intimidate, or at least bewilder, all but the most experienced users.A Handbook of Statistical Analyses using SAS, Second Edition comes to the rescue. Fully revised to reflect SAS Version 8.1, it gives a concise, straightforward description of how to conduct a range of statistical analyses. The authors have updated and expanded every chapter in this new edition, and have incorporated a significant amount of new material. The book now contains more graphical material, more and better data sets within each chapter, more exercises, and more statistical background for each method. Completely new topics include the following:· Data description and simple inference for categorical variables· Generalized linear models · Longitudinal data: Two new chapters discuss simple approaches, graphs, summary measure, and random effect modelsResearcher or student, new user or veteran, you will welcome this self-contained guide to the latest version of SAS. With its clear examples and numerous exercises, A Handbook of Statistical Analyses using SAS, Second Edition is not only a valuable reference, but also forms the basis for introductory courses on either SAS or applied statistics at any level, from undergraduate to professional.

Contents

A BRIEF INTRODUCTION TO SAS

  • Introduction
  • The Microsoft Windows User Interface
  • The Editor Window
  • The Log and Output Windows
  • Other Menus
  • The SAS Language
  • All SAS Statements Must End with a Semicolon
  • Program Steps
  • Variable Names and Data Set Names
  • Variable Lists
  • The Data Step
  • Creating SAS Data Sets from Raw Data
  • The Data Statement
  • The Infile Statement
  • The Input Statement
  • Reading Data from an Existing SAS Data Set
  • Storing SAS Data Sets on Disk
  • Modifying SAS Data
  • Creating and Modifying Variables
  • Deleting Variables
  • Deleting Observations
  • Subsetting Data Sets
  • Concatenating and Merging Data Sets
  • Merging Data Sets: Adding Variables
  • The Operation of the Data Step
  • The proc Step
  • The proc Statement
  • The var Statement
  • The where Statement
  • The by Statement
  • The class Statement
  • Global Statements
  • ODS: The Output Delivery System
  • SAS Graphics
  • Proc gplot
  • Overlaid Graphs
  • Viewing and Printing Graphics
  • Some Tips for Preventing and Correcting Errors
DATA DESCRIPTION AND SIMPLE INFERENCE: MORTALITY AND WATER HARDNESS IN THE U.K.
  • Description of Data
  • Methods of Analysis
  • Analysis Using SAS
SIMPLE INFERENCE FOR CATEGORICAL DATA: FROM SANDFLIES TO ORGANIC PARTICULATES IN THE AIR
  • Description of Data
  • Methods of Analysis
  • Analysis Using SAS
  • Cross-classifying Raw Data
  • Sandflies
  • Acacia Ants
  • Piston Rings
  • Oral Contraceptives
  • Oral Cancers
  • Particulates and Bronchitis
MULTIPLE REGRESSION: DETERMINANTS OF CRIME RATE IN THE UNITED STATES
  • Description of Data
  • The Multiple Regression Model
  • Analysis Using SAS
ANALYSIS OF VARIANCE I: TREATING HYPERTENSION
  • Description of Data
  • Analysis of Variance Model
  • Analysis Using SAS
ANALYSIS OF VARIANCE II: SCHOOL ATTENDANCE AMONGST AUSTRALIAN CHILDREN
  • Description of Data
  • Analysis of Variance Model
  • Type I Sums of Squares
  • Type III Sums of Squares
  • Analysis Using SAS
ANALYSIS OF VARIANCE OF REPEATED MEASURES: VISUAL ACUITY
  • Description of Data
  • Repeated Measures Data
  • Analysis of Variance for Repeated Measures Designs
  • Analysis Using SAS
LOGISTIC REGRESSION: PSYCHIATRIC SCREENING, PLASMA PROTEINS, AND DANISH DO-IT-YOURSELF
  • Description of Data
  • The Logistic Regression Model
  • Analysis Using SAS
  • GHQ Data
  • ESR and Plasma Levels
  • Danish Do-It-Yourself
GENERALIZED LINEAR MODELS: SCHOOL ATTENDANCE AMONGST AUSTRALIAN SCHOOL CHILDREN
  • Description of Data
  • Generalized Linear Models
  • Model Selection and Measure of Fit
  • Analysis Using SAS
LONGITUDINAL DATA I: THE TREATMENT OF POSTNATAL DEPRESSION
  • Description of Data
  • The Analyses of Longitudinal Data
  • Analysis Using SAS
  • Graphical Displays
  • Response Feature Analysis
LONGITUDINAL DATA II: THE TREATMENT OF ALZHEIMER'S DISEASE
  • Description of Data
  • Random Effects Models
  • Analysis Using SAS
SURVIVAL ANALYSIS: GASTRIC CANCER AND METHADONE TREATMENT OF HEROIN ADDICTS
  • Description of Data
  • Describing Survival and Cox's Regression Model
  • Survival Function
  • Hazard Function
  • Cox's Regression
  • Analysis Using SAS
  • Gastric Cancer
  • Methadone Treatment of Heroin Addicts
  • Exercises
PRINCIPAL COMPONENTS ANALYSIS AND FACTOR ANALYSIS: THE OLYMPIC DECATHLON AND STATEMENTS ABOUT PAIN
  • Description of Data
  • Principal Components and Factor Analyses
  • Principal Components Analysis
  • Factor Analysis
  • Analysis Using SAS
  • Olympic Decathlon
  • Statements about Pain
  • CLUSTER ANALYSIS
  • Description of Data
  • Cluster Analysis
  • Analysis Using SAS
DISCRIMINANT FUNCTION ANALYSIS: CLASSIFYING TIBETAN SKULLS
  • Description of Data
  • Discriminant Function Analysis
  • Analysis Using SAS
CORRESPONDENCE ANALYSIS: SMOKING AND MOTHERHOOD, SEX AND THE SINGLE GIRL, AND EUROPEAN STEREOTYPES
  • Description of Data
  • Displaying Contingency Table Data Graphically Using Correspondence Analysis
  • Analysis Using SAS
  • Boyfriends
  • Smoking and Motherhood
  • Are the Germans Really Arrogant?
  • Exercises
APPENDICES
  • SAS Macro to Produce Scatterplot Matrices
  • Answers to Selected Chapter Exercises
REFERENCES
  • Each chapter also contains Exercises

L'auteur - Brian S. Everitt

Brian Everitt is Emeritus Professor of Statistics, King's College, London.

Caractéristiques techniques

  PAPIER
Éditeur(s) Chapman and Hall / CRC
Auteur(s) Geoff Der, Brian S. Everitt
Parution 01/09/2001
Nb. de pages 360
Format 15,5 x 23,5
Couverture Broché
Poids 545g
Intérieur Noir et Blanc
EAN13 9781584882459
ISBN13 978-1-58488-245-9

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