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Abstract
This paper briefly reviews the process of artificial orthogonalization and component deletion in regression analysis. Confusion seems to exist over which elements to delete in -the orthogonal frame of analysis. This paper developed theory of component deletion via the characteristic root and t-value and interprets the meaning of each criterion. A simulation model is employed.