Abstract #302016

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JSM 2003 Abstract #302016
Activity Number: 27
Type: Contributed
Date/Time: Sunday, August 3, 2003 : 2:00 PM to 3:50 PM
Sponsor: General Methodology
Abstract - #302016
Title: Some Algebraic Properties in Ridge Trace
Author(s): Racheal Zhang*+ and Gary McDonald
Companies: Oakland University and Oakland University
Address: Dept. of Math & Statistics, Rochester Hill, MI, 48308,
Keywords: ridge trace ; ridge estimator ; Toeplitz correlation structure ; generalized ridge regression
Abstract:

The main objective of this talk is to provide some new findings on the algebraic properties of a ridge trace ( i.e., the graph of ridge regression coefficients vs. the scalar ridge parameter). These properties evolve by first expressing ridge regression coefficients as rational functions, i.e., the ratio of polynomial in the ridge parameter, k. Specific properties can then be derived assuming the correlation matrix for the independent variables have specific structures. Some results are possible without imposing this later condition. In particular, we focus on sign changes, criss-crossing, and rate-of-change of the ridge coefficients. This work provides explicit quantitative insights into the behavior depicted by a ridge trace.


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