Absolute value equation solution via concave minimization |
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Authors: | O L Mangasarian |
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Institution: | (1) Computer Sciences Department, University of Wisconsin, Madison, WI 53706, USA;(2) Department of Mathematics, University of California at San Diego, La Jolla, CA 92093, USA |
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Abstract: | The NP-hard absolute value equation (AVE) Ax − |x| = b where and
is solved by a succession of linear programs. The linear programs arise from a reformulation of the AVE as the minimization of a piecewise-linear concave function on a polyhedral set and solving the latter by successive linearization. A simple MATLAB implementation of the successive linearization algorithm solved 100 consecutively generated 1,000-dimensional random instances of the AVE with only five violated equations out of a total of 100,000 equations. |
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Keywords: | Absolute value equation Concave minimization Successive linear programming |
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