Which of the following plots is used to visualize the performance of a binary classifier?1 pointo A) Scatter ploto B) ROC curveo C) Bar charto D) Histogram
Question
Which of the following plots is used to visualize the performance of a binary classifier?
1 point
- A) Scatter plot
- B) ROC curve
- C) Bar chart
- D) Histogram
Solution
The plot used to visualize the performance of a binary classifier is B) ROC curve.
Here's why:
A) Scatter plot: This is used to plot data points on a horizontal and a vertical axis in the attempt to show how much one variable is affected by another. It is not specifically used for binary classifiers.
B) ROC curve: This is a plot of the true positive rate against the false positive rate for the different possible cutpoints of a diagnostic test. It shows the tradeoff between sensitivity and specificity and is used to measure the performance of a binary classifier.
C) Bar chart: This is used to compare the quantity, frequency, etc. of different categories of data. It is not specifically used for binary classifiers.
D) Histogram: This is used to show the underlying frequency distribution of a set of continuous or discrete data. It is not specifically used for binary classifiers.
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