Abstract
The linear second-order cone programming problem is considered. For its solution, two dual Newton’s methods are proposed. These methods are constructed with the help of optimality conditions. The nonlinear system of equations, obtained from the optimality conditions and depended only from dual variables, is solved by the Newton method. Under the assumption that there exist strictly complementary solutions of both primal and dual problems the local convergence of the methods with super-linear rate is proved.
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References
Alizadeh, F., Goldfarb, D.: Second-order cone programming. Math. Program. Ser. B. 95, 3–51 (2003)
Lobo, M.S., Vandenberghe, L., Boyd, S., Lebret, H.: Applications of second order cone programming. Linear Algebra Appl. 284, 193–228 (1998)
Anjos, M.F., Lasserre, J.B. (eds.): Handbook of Semidefinite, Cone and Polynomial Optimization: Theory, Algorithms, Software and Applications, p. 915. Springer, New York (2011). https://doi.org/10.1007/978-1-4614-0769-0
Nesterov, Y.E., Todd, M.J.: Primal-dual interior-point methods for self-scaled cones. SIAM. J. Optim. 8, 324–364 (1998)
Monteiro, R.D.C., Tsuchiya, T.: Polynomial convergence of primal-dual algorithms for second-order cone program based on the MZ-family of directions. Math. Program. 88(1), 61–83 (2000)
Zhadan, V.: Dual multiplicative-barrier methods for linear second-order cone programming. In: Jaćimović, M., Khachay, M., Malkova, V., Posypkin, M. (eds.) OPTIMA 2019. CCIS, vol. 1145, pp. 295–310. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-38603-0_22
Evtushenko, Y.G., Zhadan, V.G.: Dual barrier-projection and barrier-newton methods for linear programming. Comp. Maths. Math. Phys. 36(7), 847–859 (1996)
Zhadan, V.G.: Primal Newton method for the linear cone programming problem. Comput. Mathe. Mathe. Physics. 58(2), 207–214 (2018)
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Zhadan, V. (2020). Dual Newton’s Methods for Linear Second-Order Cone Programming. In: Kononov, A., Khachay, M., Kalyagin, V., Pardalos, P. (eds) Mathematical Optimization Theory and Operations Research. MOTOR 2020. Lecture Notes in Computer Science(), vol 12095. Springer, Cham. https://doi.org/10.1007/978-3-030-49988-4_2
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DOI: https://doi.org/10.1007/978-3-030-49988-4_2
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