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|Measurement Error |
|Models, Methods, and Applications |
|Authors/Affiliations |[pic] |
| | |
| |[pic] |
|John P. Buonaccorsi, University of Massachusetts, Amherst, Massachusetts, USA | |
|Key Features | |
|Covers a wide array of statistical models, including misclassification in one- and two-way | |
|categorical tables, measurement error of various types in linear and nonlinear regression, | |
|measurement error in responses, mixed models, and time series | |
|Describes common methods to correct for measurement error, such as SIMEX, regression calibration,| |
|likelihood-based techniques, and corrected estimating equations | |
|Includes numerous worked examples using real-world data from epidemiology, ecology, and other | |
|disciplines | |
|About the Book |
|This work describes the impacts of measurement errors on naive analyses that ignore them and presents ways to correct for them across a variety of statistical |
|models, from simple one-sample problems and misclassification in categorical models to regression models to more complex mixed and time series models. It covers |
|correction methods based on known measurement error parameters, replication, internal or external validation data, and instrumental variables. The author includes |
|examples using real-world data from epidemiology, ecology, and other disciplines and employs SAS-IML and Stata to implement many of the techniques in the examples. |
|Selected Contents |
|Introduction. Misclassification in Estimating a Proportion. Misclassification in Two-Way Tables. Simple Linear Regression. Multiple Linear Regression. Measurement |
|Error in Regression: A General Overview. Binary Regression. Linear Models with Nonadditive Error. Nonlinear Regression. Error in the Response. Mixed/Longitudinal |
|Models. Time Series. Background Material. References. Indices. |
|Catalog no. C6656, March 2010, 463 pp., 6 1/8 x 9 1/4, Hard Cover |
|ISBN: 978-1-4200-6656-2, $89.95 / £57.99 |
| |
|CRC Press/Taylor & Francis Group |
|6000 Broken Sound Parkway, NW |
|Suite 300 |
|Boca Raton, FL 33487 |
|[pic] |
|Tel: 1-800-272-7737 |
|Fax: 1-800-374-3401 |
|e-mail: orders@ |
| |
|For more information on this and other titles visit |
| |
|ASA members insert promotion code 634LH at online checkout for 15% discount! |
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