A PRIMAL-DUAL ALGORITHM FOR BSDES

被引:20
|
作者
Bender, Christian [1 ]
Schweizer, Nikolaus [1 ]
Zhuo, Jia [2 ]
机构
[1] Saarland Univ, Saarbrucken, Germany
[2] Univ Southern Calif, Los Angeles, CA USA
关键词
BSDE; numerical approximation; Monte Carlo; option pricing; STOCHASTIC DIFFERENTIAL-EQUATIONS; DISCRETE-TIME APPROXIMATION; OPTIMAL STOPPING PROBLEMS; MONTE-CARLO; AMERICAN OPTIONS; BERMUDAN PRODUCTS; BACKWARD SDES; UPPER-BOUNDS; SIMULATION; VALUATION;
D O I
10.1111/mafi.12100
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We generalize the primal-dual methodology, which is popular in the pricing of early-exercise options, to a backward dynamic programming equation associated with time discretization schemes of (reflected) backward stochastic differential equations (BSDEs). Taking as an input some approximate solution of the backward dynamic program, which was precomputed, e.g., by least-squaresMonte Carlo, this methodology enables us to construct a confidence interval for the unknown true solution of the time-discretized (reflected) BSDE at time 0. We numerically demonstrate the practical applicability of our method in two 5-dimensional nonlinear pricing problems where tight price bounds were previously unavailable.
引用
收藏
页码:866 / 901
页数:36
相关论文
共 50 条
  • [1] A PRIMAL-DUAL ALGORITHM FOR SUBMODULAR FLOWS
    CUNNINGHAM, WH
    FRANK, A
    [J]. MATHEMATICS OF OPERATIONS RESEARCH, 1985, 10 (02) : 251 - 262
  • [2] PARAMETRIC PROGRAMMING AND THE PRIMAL-DUAL ALGORITHM
    KELLEY, JE
    [J]. OPERATIONS RESEARCH, 1959, 7 (03) : 326 - 334
  • [3] Image reconstruction with a primal-dual algorithm
    Shi, Chen
    Pan, Hui
    Abdalah, Mahmoud
    Boutchko, Rostyslav
    Mitra, Debasis
    Gullberg, Grant
    [J]. JOURNAL OF NUCLEAR MEDICINE, 2014, 55
  • [4] A parallel primal-dual simplex algorithm
    Klabjan, D
    Johnson, EL
    Nemhauser, GL
    [J]. OPERATIONS RESEARCH LETTERS, 2000, 27 (02) : 47 - 55
  • [5] PRIMAL-DUAL TRAFFIC ASSIGNMENT ALGORITHM
    PETERSEN, ER
    [J]. MANAGEMENT SCIENCE, 1975, 22 (01) : 87 - 95
  • [6] A PRIMAL-DUAL PROJECTION ALGORITHM FOR EFFICIENT
    Schiela, Anton
    Stoecklein, Matthias
    Weiser, Martin
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2021, 43 (06): : A4095 - A4120
  • [7] A primal-dual approximation algorithm for MINSAT
    Arif, Umair
    Benkoczi, Robert
    Gaur, Daya Ram
    Krishnamurti, Ramesh
    [J]. DISCRETE APPLIED MATHEMATICS, 2022, 319 : 372 - 381
  • [8] A primal-dual algorithm for risk minimization
    Kouri, Drew P.
    Surowiec, Thomas M.
    [J]. MATHEMATICAL PROGRAMMING, 2022, 193 (01) : 337 - 363
  • [9] Image reconstruction with a primal-dual algorithm
    Shi, Chen
    Pan, Hui
    Abdalah, Mahmoud
    Boutchko, Rostyslav
    Mitra, Debasis
    Gullberg, Grant
    [J]. JOURNAL OF NUCLEAR MEDICINE, 2014, 55
  • [10] A Primal-Dual Algorithm for Distributed Optimization
    Bianchi, P.
    Hachem, W.
    [J]. 2014 IEEE 53RD ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2014, : 4240 - 4245