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Which of the following statements are true about Leave-one-out cross-validation: on each step it visits a location of a data point and predicts the value at that location by leaving out the observed value;Question 6Answera.Yesb.No

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Which of the following statements are true about Leave-one-out cross-validation: on each step it visits a location of a data point and predicts the value at that location by leaving out the observed value;Question 6Answera.Yesb.No

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Solution

The statement is true. Leave-one-out cross-validation (LOOCV) is a particular case of k-fold cross-validation where k equals the total number of observations in the dataset. In each iteration, LOOCV uses a single observation from the original sample as the validation data, and the remaining observations as the training data. Therefore, the answer is a. Yes.

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