Robust optimization in Support Vector Machine training with bounded errors

被引：0
|
作者：
Trafalis, TB [1 ]
Alwazzi, SA [1 ]
机构：
[1] Univ Oklahoma, Sch Ind Engn, Lab Optimizat & Intelligent Syst, Norman, OK 73019 USA
来源：
PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4 | 2003年
关键词：
robust optimization; kernel methods; support vector machines; semidefinite programming;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, we investigate the stability of the linear programming Support Vector Machine (LP-SVM) solution under bounded perturbations of the input data using a robust optimization model. Preliminary experimental results are presented for toy and real world data.
引用
收藏
页码：2039 / 2042
页数：4
相关论文
共 50 条
  • [1] A robust support vector machine for labeling errors
    Choi, Hosik
    Kim, Yongdai
    Kwon, Sunghoon
    Park, Changyi
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2017, 46 (08) : 6061 - 6073
  • [2] Robust Pinball Twin Bounded Support Vector Machine for Data Classification
    Prasad, Subhash Chandra
    Anagha, P.
    Balasundaram, S.
    NEURAL PROCESSING LETTERS, 2023, 55 (02) : 1131 - 1153
  • [3] Robust Pinball Twin Bounded Support Vector Machine for Data Classification
    Subhash Chandra Prasad
    P. Anagha
    S. Balasundaram
    Neural Processing Letters, 2023, 55 : 1131 - 1153
  • [4] Robust and Distributionally Robust Optimization Models for Linear Support Vector Machine
    Faccini, Daniel
    Maggioni, Francesca
    Potra, Florian A.
    Computers and Operations Research, 2022, 147
  • [5] Robust and Distributionally Robust Optimization Models for Linear Support Vector Machine
    Faccini, Daniel
    Maggioni, Francesca
    Potra, Florian A.
    COMPUTERS & OPERATIONS RESEARCH, 2022, 147
  • [6] A fast parallel optimization for training support vector machine
    Dong, JX
    Krzyzak, A
    Suen, CY
    MACHINE LEARNING AND DATA MINING IN PATTERN RECOGNITION, PROCEEDINGS, 2003, 2734 : 96 - 105
  • [7] A novel robust optimization model for nonlinear Support Vector Machine
    Maggioni, Francesca
    Spinelli, Andrea
    European Journal of Operational Research, 2025, 322 (01) : 237 - 253
  • [8] Robust Support Vector Machine
    Trung Le
    Dat Tran
    Ma, Wanli
    Thien Pham
    Phuong Duong
    Minh Nguyen
    PROCEEDINGS OF THE 2014 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2014, : 4137 - 4144
  • [9] Training robust support vector machine based on a new loss function
    Liu, Ye-Qing
    Journal of Donghua University (English Edition), 2015, 32 (02) : 261 - 263
  • [10] Training Robust Support Vector Machine Based on a New Loss Function
    刘叶青
    Journal of Donghua University(English Edition), 2015, 32 (02) : 261 - 263
12345