Online Submodular Minimization

被引：0
|
作者：
Hazan, Elad [1 ]
Kale, Satyen [2 ]
机构：
[1] Techn Israel Inst Tech, IL-32000 Haifa, Israel
[2] IBM Corp, Thomas J Watson Res Ctr, Yorktown Hts, NY 10598 USA
来源：
JOURNAL OF MACHINE LEARNING RESEARCH | 2012年 / 13卷
关键词：
submodular optimization; online learning; regret minimization; ALGORITHM;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
We consider an online decision problem over a discrete space in which the loss function is submodular. We give algorithms which are computationally efficient and are Hannan-consistent in both the full information and partial feedback settings.
引用
收藏
页码：2903 / 2922
页数：20
相关论文
共 50 条
  • [1] Differentially Private Online Submodular Minimization
    Cardoso, Adrian Rivera
    Cummings, Rachel
    [J]. 22ND INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 89, 2019, 89
  • [2] Submodular function minimization
    Iwata, Satoru
    [J]. MATHEMATICAL PROGRAMMING, 2008, 112 (01) : 45 - 64
  • [3] Submodular function minimization
    Satoru Iwata
    [J]. Mathematical Programming, 2008, 112
  • [4] ON SUBMODULAR FUNCTION MINIMIZATION
    CUNNINGHAM, WH
    [J]. COMBINATORICA, 1985, 5 (03) : 185 - 192
  • [5] Subquadratic Submodular Function Minimization
    Chakrabarty, Deeparnab
    Lee, Yin Tat
    Sidford, Aaron
    Wong, Sam Chiu-wai
    [J]. STOC'17: PROCEEDINGS OF THE 49TH ANNUAL ACM SIGACT SYMPOSIUM ON THEORY OF COMPUTING, 2017, : 1220 - 1231
  • [6] Hypergraphic submodular function minimization
    Miklos, Zoltan
    [J]. DISCRETE MATHEMATICS, 2013, 313 (22) : 2650 - 2655
  • [7] Submodular function minimization and polarity
    Atamturk, Alper
    Narayanan, Vishnu
    [J]. MATHEMATICAL PROGRAMMING, 2022, 196 (1-2) : 57 - 67
  • [8] Sparse Submodular Function Minimization
    Graur, Andrei
    Jiang, Haotian
    Sidford, Aaron
    [J]. 2023 IEEE 64TH ANNUAL SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE, FOCS, 2023, : 2071 - 2080
  • [9] Parallel Submodular Function Minimization
    Chakrabarty, Deeparnab
    Graur, Andrei
    Jiang, Haotian
    Sidford, Aaron
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), 2023,
  • [10] Submodular function minimization and polarity
    Alper Atamtürk
    Vishnu Narayanan
    [J]. Mathematical Programming, 2022, 196 : 57 - 67
12345