True or false? The confidence threshold sets a bar for the quality of predictions to return.TrueFalse
Question
True or false?
The confidence threshold sets a bar for the quality of predictions to return.
- True
- False
Solution
True or False?
The statement is True.
Explanation:
The confidence threshold is a critical component in many predictive models, particularly in contexts like machine learning classification tasks. It establishes a minimum confidence level that a prediction must meet in order to be considered valid or to be returned as an output.
For instance, in a binary classification problem, if a model predicts a probability of 0.75 for a positive class, but the confidence threshold is set at 0.80, the prediction will not be accepted. Essentially, this threshold helps filter out predictions that are not reliable enough, thereby enhancing the overall quality of outputs made by the model.
By adjusting the confidence threshold, one can manage the trade-off between precision and recall according to the specific requirements of a task or application.
Similar Questions
Error is the difference between the actual value and Predicted value and the goal is to reduce this difference.TrueFalse
A conclusion based on a future event is called a predictionSelect one:TrueFalse
Using the ‘forecast sheet’ function in Excel, the default confidence interval is 99%.Question 28Select one:a.Trueb.False
Discuss what is meant by the statement: “There is a trade-off betweenprecision and confidence under certain conditions.”
Given the level of X, the prediction interval of a response is always wider than the confidence interval of the mean of the response.Question 5Select one:
Upgrade your grade with Knowee
Get personalized homework help. Review tough concepts in more detail, or go deeper into your topic by exploring other relevant questions.