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Beyond the ROC Curve


Beyond the ROC Curve: The IMCP Curve - MDPI

The IMCP Curve by Jesus S. Aguilar-Ruiz. Jesus S. Aguilar-Ruiz SciProfiles Scilit Preprints.org Google Scholar School of Engineering, Pablo de Olavide ...

Beyond the ROC Curve: Classification Trees Using Cost-Optimal...

Important applications such as fraud or spam detection or churn prediction involve binary classification problems where the datasets are ...

Beyond ROC Curves: Finding Meaning and Balancing Trade-Offs ...

While this is a start, the ROC curve can be hard to understand, and the AUC can be misleading outside the context of the modeling problem. For ...

Beyond the ROC Curve: Classification Trees Using Cost-Optimal ...

Beyond the ROC Curve: Classification Trees Using Cost-Optimal Curves, with Application to Imbalanced Datasets. Magzhan Gabidolla1 Arman Zharmagambetov2 ...

Statistical evaluation of prognostic versus diagnostic models - PubMed

Statistical evaluation of prognostic versus diagnostic models: beyond the ROC curve. Clin Chem. 2008 Jan;54(1):17-23. doi: 10.1373/clinchem.2007.096529. Epub ...

(PDF) Beyond the ROC Curve: The IMCP Curve - ResearchGate

A step forward would have been to define a curve whose area is equivalent to the MCC. ... of the number of classes, the IMCP curve allows for the ...

Beyond ROC curves: Exploring probability thresholds and error ...

This add-in is an extremely powerful tool to evaluate cutoffs in any classification model, whether it's predicting donut consumption or defect rates in ...

[PDF] Beyond the ROC Curve: The IMCP Curve - Semantic Scholar

Beyond the ROC Curve: The IMCP Curve · J. Aguilar-Ruiz · Published in Analytics 27 May 2024 · Medicine.

Beyond ROC Curves: Recent Statistical Advances in the Evaluation ...

A University of Washington Medicine lecture on evaluating diagnostic tests.Watch the lectureWhat the lecture offersThe first ~14 minutes of this ~53 minute ...

Statistical Evaluation of Prognostic versus Diagnostic Models

Statistical Evaluation of Prognostic versus Diagnostic Models: Beyond the ROC Curve ... The meaning and use of the area under a receiver operating characteristic ...

Beyond ROC Curves: Recent Statistical Advances in the Evaluation ...

ROC curves are used to evaluate the accuracy of markers for disease detection or prognosis. They provide a graphical means of comparing one ...

Evaluating the added predictive ability of a new marker - PubMed

Evaluating the added predictive ability of a new marker: from area under the ROC curve to reclassification and beyond. Stat Med. 2008 Jan 30;27(2):157-72; ...

Receiver Operating Characteristic (ROC) Curves: The Basics and ...

Receiver Operating Characteristic (ROC) Curves: The Basics and Beyond ... Hosp Pediatr (2024) 14 (7): e330–e334. ... Diagnostic tests and clinical ...

Receiver operating characteristic - Wikipedia

7.2 Area under the curve; 7.3 Other measures. 8 Detection error tradeoff graph; 9 Z-score; 10 History. 10.1 Radar in detail. 11 ROC curves beyond binary ...

Visualizing the decision rules behind the ROC curves

In this paper, we study graphical representations and propose visual forms to reflect those classification rules giving rise to the construction of the ROC ...

[PDF] Confusion in the Matrix: Going Beyond the Roc Curve

The basics of the confusion matrix are reviewed, single number summary values such as accuracy, F1 score, and ɸ coefficient are summarized, ...

From area under the ROC curve to reclassification and beyond

under the ROC curve to reclassification and beyond. Michael J. Pencina1,∗,†. , Ralph B. D'Agostino Sr1, Ralph B. D'Agostino Jr2 and ...

Visualizing the decision rules behind the ROC curves - IDEAS/RePEc

Downloadable (with restrictions)! The receiver operating characteristic (ROC) curve is a graphical method commonly used to study the capacity of continuous ...

Statistical Evaluation of Prognostic versus Diagnostic Models

Request PDF | Statistical Evaluation of Prognostic versus Diagnostic Models: Beyond the ROC Curve | Diagnostic and prognostic or predictive models serve ...

Leaving the area under the receiving operating characteristic curve ...

Leaving the area under the receiving operating characteristic curve behind ... Diferentes versiones de la curva ROC (Receiver Operating ...