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In this Present book Chapter - I is an introductory one. It contains general introduction about the selection of regressors for the linear models. Chapter - II deals with the model selection measures using R square and statistics. It explains properties of these statistics and the relationships between them. Chapter - III describes the criteria for model selection proposed by Mallows (1973) and Amemiya (1990). The generalized mean squared error criterion is also explained in this chapter. Chapter - IV presents different measures for selecting regressors. It deals with step wise regression...

Transportation networks powered by fossil fuels are essential to the economic and social progress of the modern world. The United States Department of Transportation estimates that there are around 250 million motor vehicles in use in the country [1]. With output and sales of 13.79 and 13.64 million vehicles, respectively, in 2009, China surpassed the United States to become the world's biggest automaker and car market [2]. Rapid growth in the number of cars owned by individuals throughout the globe is a predictable byproduct of continuing urbanisation, industrialisation, and globalisation....