TY - JOUR
T1 - Global error bounds for convex conic problems
AU - Zhang, Shuzhong
PY - 2000
Y1 - 2000
N2 - This paper aims at deriving and proving some Lipschitzian-type error bounds for convex conic problems in a simple way. First, it is shown that if the recession directions satisfy Slater's condition, then a global Lipschitzian-type error bound holds. Alternatively, if the feasible region is bounded, then the ordinary Slater condition guarantees a global Lipschitzian-type error bound. These can be considered as generalizations of previously known results for inequality systems, which also follow from general results by Bauschke and Borwein in [SIAM Review, 38 (1996), pp. 367-426] and Bauschke, Borwein, and Li in a 1997 report. However, the proofs in the current paper are considerably simpler. Some of the results are generalized to the intersection of multiple shifted cones (with different shifts). Under Slater's condition alone, a global Lipschitzian-type error bound does not hold. It is shown, however, that such an error bound holds for a specific conic region. For linear systems we establish that the sharp constant involved in Huffman's error bound is nothing but the condition number for linear programming as used by Vavasis and Ye in [Math. Programming, 74 (1996), pp. 79-120].
AB - This paper aims at deriving and proving some Lipschitzian-type error bounds for convex conic problems in a simple way. First, it is shown that if the recession directions satisfy Slater's condition, then a global Lipschitzian-type error bound holds. Alternatively, if the feasible region is bounded, then the ordinary Slater condition guarantees a global Lipschitzian-type error bound. These can be considered as generalizations of previously known results for inequality systems, which also follow from general results by Bauschke and Borwein in [SIAM Review, 38 (1996), pp. 367-426] and Bauschke, Borwein, and Li in a 1997 report. However, the proofs in the current paper are considerably simpler. Some of the results are generalized to the intersection of multiple shifted cones (with different shifts). Under Slater's condition alone, a global Lipschitzian-type error bound does not hold. It is shown, however, that such an error bound holds for a specific conic region. For linear systems we establish that the sharp constant involved in Huffman's error bound is nothing but the condition number for linear programming as used by Vavasis and Ye in [Math. Programming, 74 (1996), pp. 79-120].
KW - Condition number
KW - Convex conic problems
KW - Error bound
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U2 - 10.1137/S105262349834429X
DO - 10.1137/S105262349834429X
M3 - Article
AN - SCOPUS:0034391880
SN - 1052-6234
VL - 10
SP - 836
EP - 851
JO - SIAM Journal on Optimization
JF - SIAM Journal on Optimization
IS - 3
ER -