By Wojtek J. Krzanowski, David J. Hand
Since ROC curves became ubiquitous in lots of software parts, a few of the advances were scattered throughout disparate articles and texts. ROC Curves for non-stop facts is the 1st ebook completely dedicated to the topic, bringing jointly all of the correct fabric to supply a transparent realizing of ways to research ROC curves. the elemental conception of ROC curvesThe ebook first discusses the connection among the ROC curve and diverse functionality measures after which extends the speculation into perform by way of describing how ROC curves are envisioned. extra development at the idea, the authors current statistical exams for ROC curves and their precis information. they give thought to the impression of covariates on ROC curves, learn the real targeted challenge of evaluating ROC curves, and canopy Bayesian equipment for ROC research. targeted topicsThe textual content then strikes directly to extensions of the elemental research to deal with extra complicated occasions, reminiscent of the mix of a number of ROC curves and difficulties caused by way of the presence of greater than sessions. targeting layout and interpretation matters, it covers lacking facts, verification bias, pattern measurement selection, the layout of ROC stories, and the alternative of optimal threshold from the ROC curve. the ultimate bankruptcy explores functions that not just illustrate a number of the strategies but additionally reveal the very broad applicability of those options throughout varied disciplines. With approximately 5,000 articles released up to now when it comes to ROC research, the explosive curiosity in ROC curves and their research will proceed within the foreseeable destiny. Embracing this progress of curiosity, this well timed booklet will surely advisor current and destiny clients of ROC research.