Complete SAS Programming Guide - Learn SAS and Become a Data Ninja - ROC Curve

Complete SAS Programming Guide - Learn SAS and Become a Data Ninja - ROC Curve

Assessment

Interactive Video

Information Technology (IT), Architecture, Social Studies

University

Hard

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The video tutorial covers the concept of ROC curves as an evaluation metric, explaining their importance in model comparison. It discusses the use of proc logistic options to generate ROC plots and compare models graphically. The tutorial also introduces the ROC contrast statement, which uses the Delong method for nonparametric comparison of ROC curves. The video concludes with a detailed explanation of ROC metrics, including sensitivity, specificity, and the area under the curve (AUC), highlighting their significance in different contexts.

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3 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

Describe how the ROC curve can be misleading if only the overall proportion of correctness is considered.

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

What is the relationship between sensitivity and specificity in the context of ROC analysis?

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

What factors should be considered when determining the cut point value in ROC analysis?

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