Tuning pattern classifier parameters using a genetic algorithm with an application in mobile robotics

被引：1
|
作者：
Wang, JX [1 ]
Downs, T [1 ]
机构：
[1] Univ Queensland, Sch Informat Technol & Elect Engn, St Lucia, Qld 4072, Australia
来源：
CEC: 2003 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-4, PROCEEDINGS | 2003年
关键词：
D O I：
10.1109/CEC.2003.1299628
中图分类号：
TP31 [计算机软件];
学科分类号：
081202 ; 0835 ;
摘要：
Support vector machines(SVMs) have recently emerged as a powerful technique for solving problems in pattern classification and regression. Best performance is obtained from the SVM its parameters have their values optimally set. In practice, good parameter settings are usually obtained by a lengthy process of trial and error. This paper describes the use of genetic algorithm to evolve these parameter settings for an application in mobile robotics.
引用
收藏
页码：581 / 586
页数：6
相关论文
共 50 条
  • [11] Tuning the parameters of an integrate and fire neuron via a genetic algorithm for solving pattern recognition problems
    Cachou, Aleister
    Vazquez, Roberto A.
    [J]. NEUROCOMPUTING, 2015, 148 : 187 - 197
  • [12] Radiation Pattern Synthesis for RADAR Application Using Genetic Algorithm
    Raniszewski, Adam
    [J]. 2016 21ST INTERNATIONAL CONFERENCE ON MICROWAVE, RADAR AND WIRELESS COMMUNICATIONS (MIKON), 2016,
  • [13] Designing a Fuzzy Classifier Using Genetic Algorithm and Application in Chinese Vowel Recognition
    Ling, Wei-Xin
    Xing, Zhen
    Chen, Zhuo-Ming
    Tang, Da-Jun
    [J]. 2013 9TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS), 2013, : 344 - 348
  • [14] A control design of robotics using the genetic algorithm
    T. Tsuji
    T. Hachino
    R. Oguro
    N. Umeda
    H. Takata
    [J]. Artificial Life and Robotics, 1998, 2 (1) : 24 - 27
  • [15] Tuning the LC-parameters of metamaterial unit cells using genetic algorithm
    Ahmed, Sadiq
    Chandra, Madhukar
    Al-Behadili, Husam
    [J]. International Journal of Simulation: Systems, Science and Technology, 2016, 17 (35): : 1 - 25
  • [16] Tuning the LC-Parameters of Metamaterial Unit Cells Using Genetic Algorithm
    Ahmed, Sadiq
    Chandra, Madhukar
    Al-Behadili, Husan
    [J]. 2ND INTERNATIONAL CONFERENCE ON SYSTEMS INFORMATICS, MODELLING AND SIMULATION (SIMS 2016), 2016, : 175 - 180
  • [17] Application of genetic algorithm to pattern extraction
    Borkowski, M
    [J]. 5th International Conference on Intelligent Systems Design and Applications, Proceedings, 2005, : 222 - 227
  • [18] Tuning Genetic Algorithm Parameters to Improve Convergence Time
    Angelova, Maria
    Pencheva, Tania
    [J]. INTERNATIONAL JOURNAL OF CHEMICAL ENGINEERING, 2011, 2011
  • [19] Tuning model parameters through a genetic algorithm approach
    Coroiu, Adriana M.
    [J]. 2016 IEEE 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTER COMMUNICATION AND PROCESSING (ICCP), 2016, : 135 - 140
  • [20] Genetic Algorithm-Driven Optimization for Enhanced Accessibility in Mobile Robotics
    Torres, Gilbert Ace S.
    Calumba, Shaun Patrick
    Fajardo, Fermar
    Germar, Roschele Eguia
    De Luna, Robert G.
    Tan, Gerhard P.
    [J]. 2024 10TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ROBOTIC, ICCAR 2024, 2024, : 109 - 115
12345