Analyzing Receiver Operating Characteristic Curves with SAS - download pdf or read online

By Mithat Gonen

As a diagnostic decision-making software, receiver working attribute (ROC) curves supply a entire and visually appealing solution to summarize the accuracy of predictions. they're used broadly in scientific prognosis and more and more in fields comparable to info mining, credits scoring, climate forecasting, and psychometry. In studying Receiver working attribute Curves with SAS, writer Mithat Gonen illustrates the numerous present SAS approaches that may be adapted to supply ROC curves and expands upon additional analyses utilizing different SAS strategies and macros. either parametric and nonparametric equipment for examining ROC curves are lined in detail.

Topics addressed include:

  • Appropriate equipment for binary, ordinal, and non-stop measures
  • Computations utilizing PROC FREQ, PROC LOGISTIC, PROC NLMIXED, and macros
  • Comparing the ROC curves of numerous markers and adjusting them for covariates
  • ROC curves with censored data
  • Using the ROC curve for comparing multivariable prediction versions through bootstrap and cross-validation
  • ROC curves in SAS firm Miner
  • And more!

Written for any statistician drawn to studying extra approximately ROC curve technique, the ebook assumes readers have a simple realizing of regression methods and reasonable familiarity with Base SAS and SAS/STAT. a few familiarity with SAS/GRAPH is useful yet now not essential.

This e-book is a part of the SAS Press program.

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Analyzing Receiver Operating Characteristic Curves with SAS (Sas Press Series) by Mithat Gonen

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