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An Improved Extra-Gradient Method for Minimizing a Sum of p-norms—A Variational Inequality Approach
Authors:Xiao-Ming Yuan  Li Zhou
Institution:(1) Department of Mathematics, City University of Hong Kong, Kowloon, Hong Kong;(2) Department of Mathematics, Nanjing University, Nanjing, 210093, China
Abstract:This paper presents a variational inequality (VI) approach to the problem of minimizing a sum of p-norms. First the original problem is reformulated as an equivalent linear VI. Then an improved extra-gradient method is presented to solve the linear VI. Applications to the problem of p-norm Steiner Minimum Trees (SMT) shows that the proposed method is effective. Comparison with the general extra-gradient method is also provided to show the improvements of the new method.
Keywords:sum of norms  variational inequality  extra-gradient  Steiner Minimum Trees
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