عنوان

The Statistical Analysis of Categorical Data

شابک

3642973531

شابک

9783642973536

شماره

b576688

عنوان اصلي

The Statistical Analysis of Categorical Data

نام عام مواد

[Book]

نام نخستين پديدآور

by Erling B. Andersen.

وضعيت ويراست

Second, rev. and enlarged edition

محل نشرو پخش و غیره

Berlin, Heidelberg

نام ناشر، پخش کننده و غيره

Springer Berlin Heidelberg

تاریخ نشرو بخش و غیره

1991

نام خاص و کميت اثر

(xi, 532 pages 41 illustrations)

متن يادداشت

1. Categorical Data --; 2. Preliminaries --; 2.1 Statistical models --; 2.2 Estimation --; 2.3 Testing statistical hypotheses --; 2.4 Checking the model --; 3. Statistical Inference --; 3.1 Log-linear models --; 3.2 The one-dimensional case --; 3.3 The multi-dimensional case --; 3.4 Testing composite hypotheses --; 3.5 The parametric multinomial distribution --; 3.6 Generalized linear models --; 3.7 Solution of likelihood equations --; 3.8 Exercises --; 4. Two-way Contingency Tables --; 4.1 Three models --; 4.2 The 2×2 table --; 4.3 The log-linear parameterization --; 4.4 The hypothesis of no interaction --; 4.5 Residual analysis --; 4.6 Exercises --; 5. Three-way Contingency Tables --; 5.1 The log-linear parameterization --; 5.2 Hypotheses in a three-way table --; 5.3 Hypothesis testing --; 5.4 Decomposition of the test statistic --; 5.5 Detection of model departures --; 5.6 Exercises --; 6. Multi-dimensional Contingency Tables --; 6.1 The log-linear model --; 6.2 Interpretation of log-linear models --; 6.3 Search for a model --; 6.4 Diagnostics for model departures --; 6.5 Exercises --; 7. Incomplete Tables, Separability and Collapsibility --; 7.1 Incomplete tables --; 7.2 Two-way tables and quasi-independence --; 7.3 Higher order tables. Separability --; 7.4 Collapsibility --; 7.5 Exercises --; 8. The Logit Model --; 8.1 The logit-model with binary explanatory variables --; 8.2 The logit model with polytomous explanatory variables --; 8.3 Exercises --; 9. Logistic Regression Analysis --; 9.1 The logistic regression model --; 9.2 Regression diagnostics --; 9.3 Predictions --; 9.4 Polytomous response variables --; 9.5 Exercises --; 10. Models for the Interactions --; 10.1 Introduction --; 10.2 Symmetry models --; 10.3 Marginal homogeneity --; 10.4 Models for mobility tables --; 10.5 Association models --; 10.6 RC-association models --; 10.7 Log-linear association models --; 10.8 Exercises --; 11. Correspondence Analysis --; 11.1 Correspondence analysis for two-way tables --; 11.2 Correspondence analysis for multi-way tables --; 11.3 Comparison of models --; 11.4 Exercises --; 12. Latent Structure Analysis --; 12.1 Latent structure models --; 12.2 Latent class models --; 12.3 Continuous latent structure models --; 12.4 The EM-algorithm --; 12.5 Estimation in the latent class model --; 12.6 Estimation in the continuous latent structure model --; 12.7 Testing the goodness of fit --; 12.8 Diagnostics --; 12.9 Score models with varying discriminating powers --; 12.10 Comparison of latent structure models --; 12.11 Estimation of the latent variable --; 12.12 Exercises --; 13. Computer programs --; References --; Author Index --; Examples with Data.

متن يادداشت

This book is about the analysis of categorical data with special emphasis onapplications in economics, political science and the social sciences. The book gives a brief theoretical introduction to log-linear modeling of categorical data, then gives an up-to-date account of models and methods for the statistical analysis of categorical data, including recent developments in logistic regression models, correspondence analysis and latent structure analysis. Also treated are the RC association models brought to prominence in recent years by Leo Goodman. New statistical features like the use of association graphs, residuals and regression diagnostics are carefully explained, and the theory and methods are extensively illustrated by real-life data.

موضوع مستند نشده

Economics -- Statistics.

موضوع مستند نشده

Economics.

موضوع مستند نشده

Statistics.

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

by Erling B. Andersen.

مستند نام اشخاص تاييد نشده

Erling B Andersen

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y