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Probabilistic Analysis of Condition Numbers for Linear Programming
Authors:Cheung  D  Cucker  F
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
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).
Keywords:linear programming  condition numbers  probabilistic analysis of algorithms
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