R2 over the training sample is 70% and the out-of-sample R2 over the test sample only - 30%. (select all that apply) a) Do you think there is any problem and how would you characterize it? Can adding more regressors (if you have them) help the model? b) Which approaches you may use to solve the problem?

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
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You trained the regression model with 100 regressors and 1000 observations in the training and another 1000 in the test sample. You found that in-sample
R2 over the training sample is 70% and the out-of-sample R2 over the test sample only - 30%. (select all that apply)
a) Do you think there is any problem and how would you characterize it? Can adding more regressors (if you have them) help the model?
b) Which approaches you may use to solve the problem?
c) What would you expect the in-sample R2 to increase or decrease after that? What about the out-of-sample (test) R2?
Transcribed Image Text:You trained the regression model with 100 regressors and 1000 observations in the training and another 1000 in the test sample. You found that in-sample R2 over the training sample is 70% and the out-of-sample R2 over the test sample only - 30%. (select all that apply) a) Do you think there is any problem and how would you characterize it? Can adding more regressors (if you have them) help the model? b) Which approaches you may use to solve the problem? c) What would you expect the in-sample R2 to increase or decrease after that? What about the out-of-sample (test) R2?
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