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| Content Provider | Springer Nature Link |
|---|---|
| Author | Li, JiaLiang Zhou, XiaoHua Fine, Jason P. |
| Copyright Year | 2012 |
| Abstract | We consider the estimation of three-dimensional ROC surfaces for continuous tests given covariates. Three way ROC analysis is important in our motivating example where patients with Alzheimer’s disease are usually classified into three categories and should receive different category-specific medical treatment. There has been no discussion on how covariates affect the three way ROC analysis. We propose a regression framework induced from the relationship between test results and covariates. We consider several practical cases and the corresponding inference procedures. Simulations are conducted to validate our methodology. The application on the motivating example illustrates clearly the age and sex effects on the accuracy for Mini-Mental State Examination of Alzheimer’s disease. |
| Starting Page | 1583 |
| Ending Page | 1595 |
| Page Count | 13 |
| File Format | |
| ISSN | 16747283 |
| Journal | Science in China Series A: Mathematics |
| Volume Number | 55 |
| Issue Number | 8 |
| e-ISSN | 18691862 |
| Language | English |
| Publisher | SP Science China Press |
| Publisher Date | 2012-07-14 |
| Publisher Place | Heidelberg |
| Access Restriction | One Nation One Subscription (ONOS) |
| Subject Keyword | receiver operating characteristic surface volume under ROC surface rank regression transformation model maximum likelihood estimation bootstrap Applications of Mathematics |
| Content Type | Text |
| Resource Type | Article |
| Subject | Mathematics |
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