Fast and Unbiased Estimation of Volume Under Ordered Three-Class ROC Surface (VUS) Based on Dynamic Programming

Fast and Unbiased Estimation of Volume Under Ordered Three-Class ROC Surface (VUS) Based on Dynamic Programming

Blog Article

Receiver operating characteristic (ROC) analysis has been widely used in two-class problems.However, in practice, three-class problems are frequently encountered, especially in the area of medicine.To evaluate the performance of three-class classifiers, researchers have proposed the volume under read more the three-class ROC surface (VUS) as a figure-of-merit.

Unfortunately, to the best of our knowledge, however, all the existing methods suffer heavy computational loads.In this paper, to overcome such an Crop Tee unsatisfactory problem, we develop an efficient dynamic programming-based algorithm for unbiased estimation of the VUS and the corresponding variance.The Monte Carlo simulations verified both the unbiasedness and computing efficiency of our algorithm compared with the state-of-the-art work proposed by Waegeman and co-authors.