Estimation of Area Under the ROC Curve under nonignorable verification bias

• Published in: Statistica Sinica Vol. 28; no. 4; p. 2149
• Main Authors: Yu, Wenbao, Kim, Jae Kwang, Park, Taesung
• Format: Journal Article
• Language: English
• Published: China (Republic : 1949- ) 01.10.2018
• Subjects: Instrumental variable; Missing data; ROC curve; Not missing at random
• ISSN: 1017-0405
• DOI: 10.5705/ss.202016.0315

The Area Under the Receiving Operating Characteristic Curve (AUC) is frequently used for assessing the overall accuracy of a diagnostic marker. However, estimation of AUC relies on knowledge of the true outcomes of subjects: diseased or non-diseased. Because disease verification based on a gold stan...