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Properties associated with the epigraph of the \(l_1\) norm function of projection onto the nonnegative orthant

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Abstract

This paper studies some properties associated with a closed convex cone \(\mathcal {K}_{1+}\), which is defined as the epigraph of the \(l_1\) norm function of the metric projection onto the nonnegative orthant. Specifically, this paper presents some properties on variational geometry of \(\mathcal {K}_{1+}\) such as the dual cone, the tangent cone, the normal cone, the critical cone and its convex hull, and others; as well as the differential properties of the metric projection onto \(\mathcal {K}_{1+}\) including the directional derivative, the B-subdifferential, and the Clarke’s generalized Jacobian. These results presented in this paper lay a foundation for future work on sensitivity and stability analysis of the optimization problems over \(\mathcal {K}_{1+}\).

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References

  • Bonnans JF, Ramírez CH (2005) Perturbation analysis of second-order cone programming problems. Math Programm Ser B 104:205–227

    Article  MathSciNet  MATH  Google Scholar 

  • Bonnans JF, Shapiro A (2000) Perturbation analysis of optimization problems. Springer, New York

    Book  MATH  Google Scholar 

  • Chang KW, Hsieh CJ, Lin CJ (2008) Coordinate descent method for large-scale L2-loss linear support vector machines. J Mach Learn Res 9:1369–1398

    MathSciNet  MATH  Google Scholar 

  • Chen XD, Sun D, Sun J (2003) Complementarity functions and numerical experiments on some smoothing Newton methods for second-order cone complementarity problems. J Comput Optim Appl 25:39–56

    Article  MathSciNet  MATH  Google Scholar 

  • Chen JS, Chen X, Tseng P (2004) Analysis of nonsmooth vector-valued functions associated with second-order cones. Math Program Ser B 101:95–117

    Article  MathSciNet  MATH  Google Scholar 

  • Clarke FH (1983) Optimization and nonsmooth analysis. Wiley, New York

    MATH  Google Scholar 

  • Dontchev AL, Rockafellar RT (1996) Characterizations of strong regularity for variational inequalities over polyhedral convex sets. SIAM J Optim 6:1087–1105

    Article  MathSciNet  MATH  Google Scholar 

  • Facchinei F, Pang J-S (2003) Finite-dimensional variational inequalities and complementarity problems, vol I. Springer, New York

    MATH  Google Scholar 

  • Haraux PT (1977) How to differentiate the projection on a convex set in Hilbert space. J Math Soc Jpn 29:615–631

    Article  MathSciNet  MATH  Google Scholar 

  • Hiriart-Urruty J-B, Strodiot J-J, Nguyen VH (1984) Generalized Hessian matrix and second-order optimality conditions for problems with \(C^{1,1}\) data. Appl Math Optim 11:43–56

    Article  MathSciNet  MATH  Google Scholar 

  • Hsieh CJ, Chang KW, Lin CJ, Keerthi SS, Sundararajan S (2008) A dual coordinate descent method for large-scale linear SVM. In: Proceedings of the 25th international conference on machine learning, pp 408–415

  • Jongen HTh, Mobert T, Rückmann J, Tammer K (1987) On inertia and Schur complement in optimization. Linear Algebra Appl 95:97–109

    Article  MathSciNet  MATH  Google Scholar 

  • Kojima M (1980) Strongly stable stationary solutions in nonlinear programs. In: Robinson SM (ed) Analysis and Computation of Fixed Points. Academic Press, New York, pp 93–138

    Chapter  Google Scholar 

  • Liu Y-J, Wang SY, Sun JH (2013) Finding the projection onto the intersection of a closed half-space and a variable box. Oper Res Lett 41:259–264

    Article  MathSciNet  MATH  Google Scholar 

  • Moreau JJ (1962) Décomposition orthogonale d’un espace hibertien selon deux cones mutuellement polaires. Comptes Rendus de l’Académie des Sciences 255:238–240

    MathSciNet  MATH  Google Scholar 

  • Pang J-S (1990) Newton’s method for B-differentiable equations. Math Oper Res 15:149–160

    Article  Google Scholar 

  • Pang J-S, Sun DF, Sun J (2003) Semismooth homeomorphisms and strong stability of semidefinite and Lorentz complementarity problems. Math Oper Res 28:39–63

    Article  MathSciNet  MATH  Google Scholar 

  • Robinson SM (1980) Strongly regular generalized equations. Math Oper Res 5:43–62

    Article  MathSciNet  MATH  Google Scholar 

  • Sun DF (2006) The strong second-order sufficient condition and constraint nondegeneracy in nonlinear semidefinite programming and their implications. Math Oper Res 31:761–776

    Article  MathSciNet  MATH  Google Scholar 

  • Sun DF, Sun J (2002) Semismooth matrix-valued functions. Math Oper Res 27:150–169

    Article  MathSciNet  MATH  Google Scholar 

  • Wang Y, Zhang LW (2009) Properties of equation reformulation of the Karush–Kuhn–Tucker condition for nonlinear second order cone optimization problems. Math Methods Oper Res 70:195–218

    Article  MathSciNet  MATH  Google Scholar 

  • Zarantonello EH (1971) Projections on convex sets in Hilbert space and spectral theory I and II. In: Zarantonello EH (ed) Contributions to nonlinear functional analysis. Academic Press, New York, pp 237–424

    Chapter  Google Scholar 

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Correspondence to Yong-Jin Liu.

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Yong-Jin Liu research is supported by the National Natural Science Foundation of China under Grant No. 11371255, the Program for Liaoning Excellent Talents in University under Grant No. LR2015047, Liaoning BaiQianWan Talents Program, and the Scientific Research Foundation for the Returned Overseas Chinese Scholars, State Education Ministry.

Li Wang research is supported by the National Natural Science Foundation of China under Grant No. 11326187 and the Research Foundation of Shenyang Aerospace University for Doctors under Grant No. 13YB15.

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Liu, YJ., Wang, L. Properties associated with the epigraph of the \(l_1\) norm function of projection onto the nonnegative orthant. Math Meth Oper Res 84, 205–221 (2016). https://doi.org/10.1007/s00186-016-0540-6

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