Population Analysis for Statistical Model Comparison

Model Population Analysis for Statistical Model Comparison... 

Model population analysis for statistical model comparison... 

To conclude, in this section we have compared the performances of the original variable set and variable sets selected using t-test and SPA. We found evidences to suppwrt the use of the proposed model population analysis approach for statistical model comparison of different classification models. 

A model population analysis approach for statistical model comparison is developed in this work. From our case studies, we have found strong evidences that support the use of model population analysis for the comparison of different variable sets or different modeling methods in both regression and classification. P values resulting from the proposed method in combination with the sign of the mean of D values clearly shows whether two models have the same performance or which model is significantly better. 

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