Digital Least Squares Support Vector Machines

被引：10
|
作者：
Anguita, D
Boni, A
机构：
[1] Univ Genoa, Dept Biophys & Elect Engn, I-16145 Genoa, Italy
[2] Univ Trent, Dept Informat & Commun Technol, I-38050 Povo, TN, Italy
来源：
NEURAL PROCESSING LETTERS | 2003年 / 18卷 / 01期
关键词：
digital neural hardware; kernel methods; least squares support vector machines; support vector machines;
D O I：
10.1023/A:1026249319477
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper presents a very simple digital architecture that implements a Least-Squares Support Vector Machine. The simplicity of the whole system and its good behavior when used to solve classification problems hold good prospects for the application of such a kind of learning machines to build embedded systems.
引用
收藏
页码：65 / 72
页数：8
相关论文
共 50 条
  • [1] Digital Least Squares Support Vector Machines
    Davide Anguita
    Andrea Boni
    Neural Processing Letters, 2003, 18 : 65 - 72
  • [2] Fuzzy least squares support vector machines
    Tsujinishi, D
    Abe, S
    PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS 2003, VOLS 1-4, 2003, : 1599 - 1604
  • [3] Recurrent least squares support vector machines
    Suykens, JAK
    Vandewalle, J
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 2000, 47 (07): : 1109 - 1114
  • [4] Least Squares Support Vector Machines Based on Support Vector Degrees
    Li, Lijuan
    Li, Youfeng
    Su, Hongye
    Chu, Jian
    INTELLIGENT COMPUTING, PART I: INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING, ICIC 2006, PART I, 2006, 4113 : 1275 - 1281
  • [5] Fuzzy least squares twin support vector machines
    Sartakhti, Javad Salimi
    Afrabandpey, Homayun
    Ghadiri, Nasser
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2019, 85 : 402 - 409
  • [6] Research on Least Squares Support Vector Machines Algorithm
    Ming, Zhao
    PROCEEDINGS OF THE 2015 INTERNATIONAL INDUSTRIAL INFORMATICS AND COMPUTER ENGINEERING CONFERENCE, 2015, : 1432 - 1435
  • [7] Coupled Least Squares Support Vector Ensemble Machines
    Wornyo, Dickson Keddy
    Shen, Xiang-Jun
    INFORMATION, 2019, 10 (06)
  • [8] Regularized Recurrent Least Squares Support Vector Machines
    Qui, Hai-Ni
    Oussar, Yacine
    Dreyfus, Gerard
    Xu, Weisheng
    2009 INTERNATIONAL JOINT CONFERENCE ON BIOINFORMATICS, SYSTEMS BIOLOGY AND INTELLIGENT COMPUTING, PROCEEDINGS, 2009, : 508 - +
  • [9] Dynamic weighted least squares support vector machines
    Fan, Yu-Gang
    Li, Ping
    Song, Zhi-Huan
    Kongzhi yu Juece/Control and Decision, 2006, 21 (10): : 1129 - 1133
  • [10] A Novel Sparse Least Squares Support Vector Machines
    Xia, Xiao-Lei
    Jiao, Weidong
    Li, Kang
    Irwin, George
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2013, 2013
12345