Semidefinite programming (SDP) is the task of optimizing a linear function over the common solution set of finitely many linear matrix inequalities (LMIs). For the running time of SDP solvers, the maximal matrix size of these LMIs is usually more critical than their number. The semidefinite extension degree sxdeg(K) of a convex set K subset of R-n is the smallest number d such that K is a linear image of a finite intersection S-1 boolean AND...boolean AND S-N, where each Si is a spectrahedron defined by a linear matrix inequality of size <= d. Thus sxdeg(K) can be seen as a measure for the complexity of performing semidefinite programs over the set K. We give several equivalent characterizations of sxdeg(K) and use them to prove our main result: sxdeg(K) <= 2 holds for any closed convex semialgebraic set K subset of R-2. In other words, such K can be represented using the second-order cone.
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KTH Royal Inst Technol, Dept Elect Power & Energy Syst, Teknikringen 33, S-11428 Stockholm, SwedenKTH Royal Inst Technol, Dept Elect Power & Energy Syst, Teknikringen 33, S-11428 Stockholm, Sweden
Yuan, Zhao
Hesamzadeh, Mohammad Reza
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KTH Royal Inst Technol, Dept Elect Power & Energy Syst, Teknikringen 33, S-11428 Stockholm, SwedenKTH Royal Inst Technol, Dept Elect Power & Energy Syst, Teknikringen 33, S-11428 Stockholm, Sweden
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Univ Toronto, Edward S Rogers Sr Dept Elect & Comp Engn, Toronto, ON, CanadaUniv Toronto, Edward S Rogers Sr Dept Elect & Comp Engn, Toronto, ON, Canada
Taylor, Josh A.
Rapaport, Alain
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Univ Montpellier, Inst Agro, MISTEA, INRAE, Montpellier, FranceUniv Toronto, Edward S Rogers Sr Dept Elect & Comp Engn, Toronto, ON, Canada
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Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, IsraelTechnion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
Ben-Tal, A
Nemirovski, A
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Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, IsraelTechnion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
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Dalian Univ Technol, Sch Math Sci, Dalian 116024, Liaoning, Peoples R ChinaDalian Univ Technol, Sch Math Sci, Dalian 116024, Liaoning, Peoples R China
Zhang, Li-Wei
Zhang, Ji-Hong
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Dalian Univ Technol, Sch Math Sci, Dalian 116024, Liaoning, Peoples R ChinaDalian Univ Technol, Sch Math Sci, Dalian 116024, Liaoning, Peoples R China
Zhang, Ji-Hong
Zhang, Yu-Le
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Dalian Univ Technol, Sch Math Sci, Dalian 116024, Liaoning, Peoples R ChinaDalian Univ Technol, Sch Math Sci, Dalian 116024, Liaoning, Peoples R China
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Wayne State Univ, Dept Math, Detroit, MI 48202 USA
Vietnam Acad Sci & Technol, Inst Math, Hanoi 10307, VietnamWayne State Univ, Dept Math, Detroit, MI 48202 USA
Hang, Nguyen T. V.
Mordukhovich, Boris S.
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Wayne State Univ, Dept Math, Detroit, MI 48202 USAWayne State Univ, Dept Math, Detroit, MI 48202 USA
Mordukhovich, Boris S.
Sarabi, M. Ebrahim
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Miami Univ, Dept Math, Oxford, OH 45065 USAWayne State Univ, Dept Math, Detroit, MI 48202 USA