i) A researcher measured and recorded a dataset on 13 batches of cement with three predictor...
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i) A researcher measured and recorded a dataset on 13 batches of cement with three predictor variables were selected randomly. Possible selected models were constructed, and the following table gives the selection criterion for each model. ii) iii) Model 1 2 3 4 5 6 7 Variables X₁ X₂ X3 X1, X2 X1, X3 X2, X3 X₁, X2, X3 R-Squared (Adj) Mallow's Cp 138.7 142.5 2.7 5.5 3.0 3.0 5.0 0.645 0.636 0.974 0.967 0.976 0.976 0.974 The total sum of squares is 2715.8. Find the mean of square error for each model. Using all the criterion above, determine the best set of variables that should be used. Write down the estimated model. Explain other criteria for model selection that can be used in this study. i) A researcher measured and recorded a dataset on 13 batches of cement with three predictor variables were selected randomly. Possible selected models were constructed, and the following table gives the selection criterion for each model. ii) iii) Model 1 2 3 4 5 6 7 Variables X₁ X₂ X3 X1, X2 X1, X3 X2, X3 X₁, X2, X3 R-Squared (Adj) Mallow's Cp 138.7 142.5 2.7 5.5 3.0 3.0 5.0 0.645 0.636 0.974 0.967 0.976 0.976 0.974 The total sum of squares is 2715.8. Find the mean of square error for each model. Using all the criterion above, determine the best set of variables that should be used. Write down the estimated model. Explain other criteria for model selection that can be used in this study.
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i M SE is calculated by taking the difference between the predicted values and the actual values To ... View the full answer
Related Book For
Statistics The Exploration & Analysis of Data
ISBN: 978-1133164135
7th edition
Authors: Roxy Peck, Jay L. Devore
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