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5 10 Receiver Operating Characteristic (ROC) curve uses a graphical approach to display the tradeoff between detection rate and false alarm rate. In order to
5 10 Receiver Operating Characteristic (ROC) curve uses a graphical approach to display the tradeoff between detection rate and false alarm rate. In order to plot an ROC curve, the classifier needs to generate a prediction probability which is a continuous-valued output. The table below shows the prediction probability of a classifier for 10 instances and the corresponding true class. Instance Prediction Probability True class 1 0.98 2 0.67 + 3 0.58 + 4 0.78 - 5 0.85 + 6 0.86 7 0.79 8 0.89 9 0.82 + 10 0.86 Draw the corresponding ROC curve and determine the area under the ROC curve. Show your workings clearly
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