Probabilistic Analysis of Condition Numbers for Linear Programming |
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Authors: | Cheung D Cucker F |
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Institution: | (1) Department of Mathematics, City University of Hong Kong, Kowloon, Hong Kong, PRC;(2) Department of Mathematics, City University of Hong Kong, Kowloon, Hong Kong, PRC |
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Abstract: | In this paper, we provide bounds for the expected value of the log of the condition number C(A) of a linear feasibility problem given by a n × m matrix A (Ref. 1). We show that this expected value is O(min{n, m log n}) if n > m and is O(log n) otherwise. A similar bound applies for the log of the condition number C
R(A) introduced by Renegar (Ref. 2). |
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Keywords: | linear programming condition numbers probabilistic analysis of algorithms |
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