We provide a framework for obtaining error bounds for linear conic problems without assuming constraint qualifications or regularity conditions. The key aspects of our approach are the notions of amenable cones and facial residual functions. For amenable cones, it is shown that error bounds can be expressed as a composition of facial residual functions. The number of compositions is related to the facial reduction technique and the singularity degree of the problem. In particular, we show that symmetric cones are amenable and compute facial residual functions. From that, we are able to furnish a new Hölderian error bound, thus extending and shedding new light on an earlier result by Sturm on semidefinite matrices. We also provide error bounds for the intersection of amenable cones, this will be used to prove error bounds for the doubly nonnegative cone. At the end, we list some open problems.
机构:
Univ Tokyo, Grad Sch Informat Sci & Technol, Dept Math Informat, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1138656, JapanUniv Tokyo, Grad Sch Informat Sci & Technol, Dept Math Informat, Bunkyo Ku, 7-3-1 Hongo, Tokyo 1138656, Japan
机构:
The Hong Kong Polytechnic University,Department of Applied MathematicsThe Hong Kong Polytechnic University,Department of Applied Mathematics
Ying Lin
Scott B. Lindstrom
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机构:
Curtin University,Centre for Optimisation and Decision ScienceThe Hong Kong Polytechnic University,Department of Applied Mathematics
Scott B. Lindstrom
Bruno F. Lourenço
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机构:
Institute of Statistical Mathematics,Department of Fundamental Statistical MathematicsThe Hong Kong Polytechnic University,Department of Applied Mathematics
Bruno F. Lourenço
Ting Kei Pong
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机构:
The Hong Kong Polytechnic University,Department of Applied MathematicsThe Hong Kong Polytechnic University,Department of Applied Mathematics
机构:
Hong Kong Polytech Univ, Dept Appl Math, Hung Hom, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Appl Math, Hung Hom, Kowloon, Hong Kong, Peoples R China
Lin, Ying
Lindstrom, Scott b.
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机构:
Curtin Univ, Ctr Optimisat & Decis Sci, Perth 6102, AustraliaHong Kong Polytech Univ, Dept Appl Math, Hung Hom, Kowloon, Hong Kong, Peoples R China
Lindstrom, Scott b.
Lourenco, Bruno f.
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机构:
Inst Stat Math, Dept Stat Inference & Math, Tokyo 1908562, JapanHong Kong Polytech Univ, Dept Appl Math, Hung Hom, Kowloon, Hong Kong, Peoples R China
Lourenco, Bruno f.
Pong, Ting kei
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机构:
Hong Kong Polytech Univ, Dept Appl Math, Hung Hom, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Appl Math, Hung Hom, Kowloon, Hong Kong, Peoples R China