We now review the topic of model validation: (a) Explain how validation set approach is implemented. What are its main disadvantages? (b) Explain how the leave-one-out cross-validation is implemented (LOOCV). How does it improve on validation set approach? (c) What is the main disadvantage of LOOCV approach? Hint: Imagine we have 10000 observations and 20 variables. (d) Could we use validation set & LOOCV for any supervised learning approach? Or only for KNN?   Please read the question and answer througly in complete sentences into words.

MARKETING 2018
19th Edition
ISBN:9780357033753
Author:Pride
Publisher:Pride
Chapter1: An Overview Of Strategic Marketing
Section1.2: Dollar Shave Club: The Company For Men
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We now review the topic of model validation:


(a) Explain how validation set approach is implemented. What are its main disadvantages?
(b) Explain how the leave-one-out cross-validation is implemented (LOOCV). How
does it improve on validation set approach?
(c) What is the main disadvantage of LOOCV approach? Hint: Imagine we have
10000 observations and 20 variables.
(d) Could we use validation set & LOOCV for any supervised learning approach?
Or only for KNN?

 

Please read the question and answer througly in complete sentences into words.

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