Practical guide to logistic regression. (2015)

• Record Type: Book
• Further Information: Note: Joseph M. Hilbe.
• Authors: Hilbe, Joseph M, 1944-
• Contents: Statistical Models; What Is a Statistical Model?; Basics of Logistic Regression Modeling; The Bernoulli Distribution; Methods of Estimation; SAS Code; Stata Code Logistic Models: Single Predictor; Models with a Binary Predictor; Predictions, Probabilities, and Odds Ratios; Basic Model Statistics; Models with a Categorical Predictor; Models with a Continuous Predictor; Prediction; SAS Code; Stata Code Logistic Models: Multiple Predictors; Selection and Interpretation of Predictors; Statistics in a Logistic Model; Information Criterion Tests; The Model Fitting Process: Adjusting Standard Errors; Risk Factors, Confounders, Effect Modifiers, and Interactions; SAS Code; Stata Code Testing and Fitting a Logistic Model; Checking Logistic Model Fit; Classification Statistics; Hosmer–Lemeshow Statistic; Models with Unbalanced Data and Perfect Prediction; Exact Logistic Regression; Modeling Table Data; SAS Code; Stata Code; Reference Grouped Logistic Regression; The Binomial Probability Distribution Function; From Observation to Grouped Data; Identifying and Adjusting for Extra Dispersion; Modeling and Interpretation of Grouped Logistic Regression; Beta-Binomial Regression; SAS Code; Stata Code; References Bayesian Logistic Regression; A Brief Overview of Bayesian Methodology; Examples: Bayesian Logistic Regression; SAS Code; Stata Code; Concluding Comments; References
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2015
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 519.536; Logistic regression analysis; Multivariate analysis
• Languages: English
• ISBNs: 9781498709583
• Related ISBNs: 9781498709576
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; item not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.