Maximizing a class of submodular utility functions with constraints

被引:13
|
作者
Yu, Jiajin [1 ]
Ahmed, Shabbir [1 ]
机构
[1] Georgia Inst Technol, Sch Ind & Syst Engn, Atlanta, GA 30332 USA
基金
美国国家科学基金会;
关键词
Submodularity; Cutting planes; Lifting; Mixed integer nonlinear programming; Branch-and-cut; EXPECTED UTILITY;
D O I
10.1007/s10107-016-1033-3
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Motivated by stochastic 0-1 integer programming problems with an expected utility objective, we study the mixed-integer nonlinear set: where N is a positive integer, is a concave function, are nonnegative vectors, d is a real number and B is a positive real number. We propose a family of inequalities for the convex hull of P by exploiting submodularity of the function over and the knapsack constraint . Computational effectiveness of the proposed inequalities within a branch-and-cut framework is illustrated using instances of an expected utility capital budgeting problem.
引用
收藏
页码:145 / 164
页数:20
相关论文
共 50 条
  • [1] Maximizing a class of submodular utility functions with constraints
    Jiajin Yu
    Shabbir Ahmed
    [J]. Mathematical Programming, 2017, 162 : 145 - 164
  • [2] Maximizing a class of submodular utility functions
    Shabbir Ahmed
    Alper Atamtürk
    [J]. Mathematical Programming, 2011, 128 : 149 - 169
  • [3] Maximizing a class of submodular utility functions
    Ahmed, Shabbir
    Atamtuerk, Alper
    [J]. MATHEMATICAL PROGRAMMING, 2011, 128 (1-2) : 149 - 169
  • [4] Maximizing Submodular Functions under Submodular Constraints
    Padmanabhan, Madhavan R.
    Zhu, Yanhui
    Basu, Samik
    Pavan, A.
    [J]. UNCERTAINTY IN ARTIFICIAL INTELLIGENCE, 2023, 216 : 1618 - 1627
  • [5] Maximizing Submodular Functions under Matroid Constraints by Evolutionary Algorithms
    Friedrich, Tobias
    Neumann, Frank
    [J]. EVOLUTIONARY COMPUTATION, 2015, 23 (04) : 543 - 558
  • [6] Maximizing Submodular Set Functions Subject to Multiple Linear Constraints
    Kulik, Ariel
    Shachnai, Hadas
    Tamir, Tami
    [J]. PROCEEDINGS OF THE TWENTIETH ANNUAL ACM-SIAM SYMPOSIUM ON DISCRETE ALGORITHMS, 2009, : 545 - +
  • [7] MAXIMIZING NONMONOTONE SUBMODULAR FUNCTIONS UNDER MATROID OR KNAPSACK CONSTRAINTS
    Lee, Jon
    Mirrokni, Vahab S.
    Nagarajan, Viswanath
    Sviridenko, Maxim
    [J]. SIAM JOURNAL ON DISCRETE MATHEMATICS, 2010, 23 (04) : 2053 - 2078
  • [8] Maximizing Symmetric Submodular Functions
    Feldman, Moran
    [J]. ALGORITHMS - ESA 2015, 2015, 9294 : 521 - 532
  • [9] Maximizing Symmetric Submodular Functions
    Feldman, Moran
    [J]. ACM TRANSACTIONS ON ALGORITHMS, 2017, 13 (03)
  • [10] Maximizing a Submodular Function with Viability Constraints
    Dvorak, Wolfgang
    Henzinger, Monika
    Williamson, David P.
    [J]. ALGORITHMICA, 2017, 77 (01) : 152 - 172