Active Learning with Nonparallel Support Vector Machine for Binary Classification

被引：3
|
作者：
Zhao, Xi [1 ]
Chen, Zhensong [2 ,3 ,4 ]
Shi, Yong [2 ,5 ]
机构：
[1] Beijing Inst Technol, Sch Comp Sci & Technol, Beijing 100081, Peoples R China
[2] Chinese Acad Sci, Key Res Lab Big Data Min & Knowledge Management, Beijing 100081, Peoples R China
[3] Chinese Acad Sci, Res Ctr Fictitious Econ & Data Sci, Beijing 100081, Peoples R China
[4] Univ Chinese Acad Sci, Beijing 100190, Peoples R China
[5] Univ Nebraska, Coll Informat Sci & Technol, Omaha, NE 68182 USA
来源：
2014 IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOP (ICDMW) | 2014年
关键词：
D O I：
10.1109/ICDMW.2014.173
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Labeled data, in real world, is quite scarce compared with unlabeled data. Manual annotation is usually expensive and inefficient. Active learning paradigm is used to handle this problem by identifying the most informative instances to annotate. In this paper, we proposed a new active learning algorithm based on nonparallel support vector machine. Numeric experiment shows the effective performance of the proposed method compared with classical active learning based on support vector machine.
引用
收藏
页码：101 / 104
页数：4
相关论文
共 50 条
  • [1] Nonparallel hyperplane support vector machine for binary classification problems
    Shao, Yuan-Hai
    Chen, Wei-Jie
    Deng, Nai-Yang
    INFORMATION SCIENCES, 2014, 263 : 22 - 35
  • [2] A nonparallel support vector machine for a classification problem with universum learning
    Qi, Zhiquan
    Tian, Yingjie
    Shi, Yong
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2014, 263 : 288 - 298
  • [3] ν-Nonparallel support vector machine for pattern classification
    Tian, Yingjie
    Zhang, Qin
    Liu, Dalian
    NEURAL COMPUTING & APPLICATIONS, 2014, 25 (05): : 1007 - 1020
  • [4] ν-Nonparallel support vector machine for pattern classification
    Yingjie Tian
    Qin Zhang
    Dalian Liu
    Neural Computing and Applications, 2014, 25 : 1007 - 1020
  • [5] ν-Structural Nonparallel Support Vector Machine for Pattern Classification
    Chen, Dandan
    Tian, Yingjie
    2016 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE WORKSHOPS (WIW 2016), 2016, : 33 - 36
  • [6] Nonparallel least square support vector machine for classification
    Zhao, Jiang
    Yang, Zhiji
    Xu, Yitian
    APPLIED INTELLIGENCE, 2016, 45 (04) : 1119 - 1128
  • [7] Linear ν-nonparallel support vector machine for pattern classification
    Liu, Lina
    Wu, Zhiyou
    2018 IEEE 23RD INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2018,
  • [8] Nonparallel least square support vector machine for classification
    Jiang Zhao
    Zhiji Yang
    Yitian Xu
    Applied Intelligence, 2016, 45 : 1119 - 1128
  • [9] Nonparallel Hyperplane Support Vector Machine for PU Learning
    Zhang, Ying
    Ju, XuChan
    Tian, YingJie
    2014 10TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2014, : 703 - 708
  • [10] A novel projection nonparallel support vector machine for pattern classification
    Hou, Qiuling
    Liu, Liming
    Zhen, Ling
    Jing, Ling
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2018, 75 : 64 - 75
12345