Model Selection Criteria have become exceedingly popular in the
Time Series/Forecasting and Applied Regression Analysis. The
problem of model selection has long term of interest statisticians
.In the Applied Regression analysis, one is faced with a large
number of explanatory variables which are potentially important for
the specification of the model.Selecting the best statistical model
is an important problem in statistics as well as in any other field
that uses regression analysis.The problem of reducing the number of
regressors in the prediction equation of Multiple regression
analysis has received and shall continue to receive considerable
attention in the statistical analysis. In the present research
study, the various Selection Criteria for best regression models
have been developed by using studentized residuals.
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