Question: In using both the linear probability regression and the logistic regression models for n = 40, the following table is the analysis of the holdout

In using both the linear probability regression and the logistic regression models for n = 40, the following table is the analysis of the holdout method. Based on the table, what is the impact of changing the to binary predictions?

Observation Y (Model 1) (Model 2)
18 1 1.0263 0.9907
19 0 0.1987 0.3032
: : : :
40 1 0.1509 0.1989
Accuracy 100 % 100 %

Multiple Choice

  • There is no relevant outcome changing to a binary variable.

  • By comparing to y, the validation results are not able to be validated.

  • By comparing to y, the accuracy of the model is 100%, but can change with a larger validation set.

  • By comparing to y, the accuracy of the model is 100% and will not change based on a larger validation set.

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