A Comparative study of Classification techniques: Support vector Machine, Fuzzy Support vector Machine & Decision Trees

被引:0
|
作者
Pandey, Priyank [1 ]
Jain, Amita [1 ]
机构
[1] Guru Gobind Singh Indraprastha Univ, AIACTR, Dept Comp Sci & Engn, Delhi, India
关键词
classification; decision trees; FSVM; hyper plane; SVM;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A support vector machine (SVM) is a classification technique that learns the decision surface from two different classes of the input points. There are many cases where these input points cannot be assigned to one specific class. The fuzzy support vector machine (FSVM) was proposed for this purpose. One another classification technique is decision tree. In this paper we are doing a comparative study of these three classification methods. We are doing comparison in terms of inputs and the produced output.
引用
收藏
页码:3620 / 3624
页数:5
相关论文
共 50 条
  • [31] Fuzzy Support Vector Machine for Microarray Imbalanced Data Classification
    Ladayya, Faroh
    Purnami, Santi Wulan
    Irhamah
    [J]. 13TH IMT-GT INTERNATIONAL CONFERENCE ON MATHEMATICS, STATISTICS AND THEIR APPLICATIONS (ICMSA2017), 2017, 1905
  • [32] An image classification algorithm using fuzzy support vector machine
    [J]. Cao, Jianfang, 1854, Journal of Chemical and Pharmaceutical Research, 3/668 Malviya Nagar, Jaipur, Rajasthan, India (06):
  • [33] Modified fuzzy support vector machine for credit approval classification
    Chaudhuri, Arindam
    [J]. AI COMMUNICATIONS, 2014, 27 (02) : 189 - 211
  • [34] Weighted support vector machine for classification
    Du, SX
    Chen, ST
    [J]. INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOL 1-4, PROCEEDINGS, 2005, : 3866 - 3871
  • [35] Support vector machine committee for classification
    Sun, BY
    Huang, DS
    Guo, L
    Zhao, ZQ
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2004, PT 1, 2004, 3173 : 648 - 653
  • [36] Support vector machine for HRRP classification
    Wang, XD
    Wang, JQ
    [J]. SEVENTH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, VOL 1, PROCEEDINGS, 2003, : 337 - 340
  • [37] Gait Classification by Support Vector Machine
    Ng, Hu
    Tong, Hau-Lee
    Tan, Wooi-Haw
    Abdullah, Junaidi
    [J]. SOFTWARE ENGINEERING AND COMPUTER SYSTEMS, PT 1, 2011, 179 : 623 - +
  • [38] Analysis of support vector machine classification
    Wu, QA
    Zhou, DX
    [J]. JOURNAL OF COMPUTATIONAL ANALYSIS AND APPLICATIONS, 2006, 8 (02) : 99 - 119
  • [39] Support vector machine classification on the web
    Pavlidis, P
    Wapinski, I
    Noble, WS
    [J]. BIOINFORMATICS, 2004, 20 (04) : 586 - 587
  • [40] Face classification with support vector machine
    Kepenekci, B
    Akar, GB
    [J]. PROCEEDINGS OF THE IEEE 12TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE, 2004, : 583 - 586