A new method for multiclass support vector machines.

被引：10
|
作者：
Anguita, D [1 ]
Ridella, S [1 ]
Sterpi, D [1 ]
机构：
[1] Univ Genoa, DIBE, Dept Biophys & Elect Engn, I-16145 Genoa, Italy
来源：
2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS | 2004年
关键词：
D O I：
10.1109/IJCNN.2004.1379940
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 present a new method for solving multiclass problems with a Support Vector Machine. Our method compares favorably with other proposals, appeared so far in the literature, both in terms of computational needs for the feedforward phase and of classification accuracy. The main result, however, is the mapping of the multiclass problem to a biclass one, which allows us to suggest a method for estimating the generalization error by using data-dependent error bounds.
引用
收藏
页码：407 / 412
页数：6
相关论文
共 50 条
  • [41] Multiclass support vector machines for EEG-signals classification
    Guler, Inan
    Ubeyli, Elif Derya
    [J]. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2007, 11 (02): : 117 - 126
  • [42] A relative evaluation of multiclass image classification by support vector machines
    Foody, GM
    Mathur, A
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2004, 42 (06): : 1335 - 1343
  • [43] Predicting Tunnel Squeezing Using Multiclass Support Vector Machines
    Sun, Yang
    Feng, Xianda
    Yang, Lingqiang
    [J]. ADVANCES IN CIVIL ENGINEERING, 2018, 2018
  • [44] Deep multi-view multiclass twin support vector machines
    Xie, Xijiong
    Li, Yanfeng
    Sun, Shiliang
    [J]. INFORMATION FUSION, 2023, 91 : 80 - 92
  • [45] Minimum spanning trees in hierarchical multiclass support vector machines generation
    Lorena, AC
    de Carvalho, ACPLF
    [J]. INNOVATIONS IN APPLIED ARTIFICIAL INTELLIGENCE, 2005, 3533 : 422 - 431
  • [46] Multiclass support vector machines for diagnosis of erythemato-squamous diseases
    Uebeyli, Elif Derya
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2008, 35 (04) : 1733 - 1740
  • [47] Human splice site identification with multiclass support vector machines and bagging
    Lorena, AC
    de Carvalho, ACPLF
    [J]. ARTIFICIAL NEURAL NETWORKS AND NEURAL INFORMATION PROCESSING - ICAN/ICONIP 2003, 2003, 2714 : 234 - 241
  • [48] Multiplicative update rules for incremental training of multiclass support vector machines
    Nikitidis, Symeon
    Nikolaidis, Nikos
    Pitas, Ioannis
    [J]. PATTERN RECOGNITION, 2012, 45 (05) : 1838 - 1852
  • [49] TAPPED DELAY MULTICLASS SUPPORT VECTOR MACHINES FOR INDUSTRIAL WORKFLOW RECOGNITION
    Protopapadakis, Eftychios E.
    Doulamis, Anastasios D.
    Doulamis, Nikolaos D.
    [J]. 2013 14TH INTERNATIONAL WORKSHOP ON IMAGE ANALYSIS FOR MULTIMEDIA INTERACTIVE SERVICES (WIAMIS), 2013,
  • [50] Multiple partial discharge source discrimination with multiclass support vector machines
    Robles, Guillermo
    Parrado-Hernandez, Emilio
    Ardila-Rey, Jorge
    Manuel Martinez-Tarifa, Juan
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2016, 55 : 417 - 428
12345