An overview on semi-supervised support vector machine
作者: Shifei DingZhibin ZhuXiekai Zhang
作者单位: 1China University of Mining and Technology
刊名: Neural Computing and Applications, 2017, Vol.28 (5), pp.969-978
来源数据库: Springer Journal
DOI: 10.1007/s00521-015-2113-7
关键词: Semi-supervisedSupport vector machineSemi-supervised support vector machine
英文摘要: Support vector machine (SVM) is a machine learning method based on statistical learning theory. It has a lot of advantages, such as solid theoretical foundation, global optimization, the sparsity of the solution, nonlinear and generalization. The standard form of SVM only applies to supervised learning. Large amount of data generated in real life is unlabeled, and the standard form of SVM cannot make good use of these data to improve its learning ability. However, semi-supervised support vector machine (S3VM) is a good solution to this problem. This paper reviews the recent progress in semi-supervised support vector machine. First, the basic theory of S3VM is expounded and discussed in detail; then, the mainstream model of S3VM is presented, including transductive support vector machine,...
原始语种摘要: Support vector machine (SVM) is a machine learning method based on statistical learning theory. It has a lot of advantages, such as solid theoretical foundation, global optimization, the sparsity of the solution, nonlinear and generalization. The standard form of SVM only applies to supervised learning. Large amount of data generated in real life is unlabeled, and the standard form of SVM cannot make good use of these data to improve its learning ability. However, semi-supervised support vector machine (S3VM) is a good solution to this problem. This paper reviews the recent progress in semi-supervised support vector machine. First, the basic theory of S3VM is expounded and discussed in detail; then, the mainstream model of S3VM is presented, including transductive support vector machine,...
全文获取路径: Springer  (合作)
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影响因子:1.168 (2012)

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关键词翻译
关键词翻译
  • machine 机器
  • vector 矢量
  • overview 概观
  • SVM 共享虚拟存储器
  • support 支柱
  • detail 详情
  • learning 学识
  • optimization 最佳化
  • basic 基本的
  • theoretical 理论的