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In logistic regression modeling, what is the commonly assigned probability threshold used to assign a class label?0.10.250.50.9

Question

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Solution

In logistic regression modeling, the commonly assigned probability threshold used to assign a class label is 0.5.

Explanation

Logistic regression is a statistical method used for binary classification. It outputs a probability score ranging from 0 to 1, indicating the likelihood that a given instance belongs to a particular class. By default, a threshold of 0.5 is often used, meaning that if the predicted probability is greater than or equal to 0.5, the instance is classified as belonging to the positive class; otherwise, it's assigned to the negative class.

This threshold can be adjusted based on the specific requirements of the task or the cost of misclassification. For example, if the consequences of false negatives are more severe, one might lower the threshold to increase the sensitivity of the model. Conversely, if false positives are troublesome, the threshold might be raised. Nevertheless, a threshold of 0.5 is the standard starting point in many logistic regression applications.

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