Research Catalog

Title

SAS System for regression / Rudolf J. Freund, Ramon C. Littell.

Author

Freund, Rudolf J. (Rudolf Jakob), 1927-2014.

Publication

Cary, N.C. : SAS Institute, 2000.

Items in the Library & Off-site

Holdings

Details

Additional Authors

Littell, Ramon C.

Description

viii, 236 pages : illustrations; 28 cm.

Series Statement

Wiley series in probability and statistics

Uniform Title

Wiley series in probability and statistics.

Subject

• SAS (Computer file)
• Regression analysis > Data processing
• Regression Analysis
• Electronic Data Processing

Bibliography (note)

• Includes bibliographical references (p. [227]-228) and index.

Contents

Ch. 1. Regression Concepts -- Statistical Background -- Performing a Regression with the IML Procedure -- Regression with the SAS System -- Ch. 2. Using the REG Procedure -- A Model with One Independent Variable -- A Model with Several Independent Variables -- Various MODEL Statement Options -- Further Examination of Model Parameters -- Plotting Results -- Creating Data I: the OUTPUT Statement -- Creating Data II: Other Data Sets -- Creating Data III: ODS Output -- Predicting to a Different Set of Data -- Exact Collinearity: Linear Dependency -- Ch. 3. Observations -- Outlier Detection -- Specification Errors -- Heterogeneous Variances -- Correlated Errors -- Ch. 4. Multicollinearity: Detection and Remedial Measures -- Detecting Multicollinearity -- Model Restructuring -- Variable Selection -- Biased Estimation -- Ch. 5. Curve Fitting -- Polynomial Models with One Independent Variable -- Polynomial Plots -- Polynomial Models with Several Variables -- Response Surface Plots -- A Three-Factor Response Surface Experiment -- Curve Fitting without a Model -- Ch. 6. Special Applications of Linear Models -- Multiplicative Models -- Spline Models -- Indicator Variables -- Binary Response Variable: Logistic Regression -- Ch. 7. Nonlinear Models -- Estimating the Exponential Decay Model -- Fitting a Growth Curve with the NLIN Procedure -- Fitting Splines with Unknown Knots -- Additional Comments on the NLIN Procedure -- Ch. 8. Using SAS/INSIGHT Software for Regression -- Multiple Linear Regression: the BOQ Data -- A Polynomial Response Surface: the FISH Data -- Logistic Regression: the DYSTRO Data -- Nonparametric Smoothing: the Barbados Data.

ISBN

0471416649 (pbk.)

LCCN

00051313

OCLC

• ocm45270754
• SCSB-4084667

Owning Institutions

Columbia University Libraries