On the use of KPCA pre-filtering for KCCA method

被引：2
|
作者：
Nadia Souilem
Ilyes Elaissi
Hassani Messaoud
机构：
[1] University of Monastir,Laboratory of Automatic Signal and Image Processing, National School of Engineers of Monastir
来源：
The International Journal of Advanced Manufacturing Technology | 2017年 / 91卷
关键词：
Kernel method; KCCA; PKCCA; KPCA; SVM; Wiener-Hammerstein benchmark;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
In this paper, we propose a kernel method to build RKHS models of nonlinear system. This method entitled prefiltered kernel canonical correlation analysis (PKCCA) performs a prefiltering prior to the use of KCCA in order to avoid low variances between canonical coefficients and the learning data set observations. The prefilter phase is based on KPCA. The method is used to identify a benchmark nonlinear system and is compared to KCCA and SVM.
引用
收藏
页码：4331 / 4340
页数：9
相关论文
共 50 条
  • [31] ON PRE-FILTERING STRATEGIES FOR THE GCC-PHAT ALGORITHM
    Kang, Hong-Goo
    Graczyk, Michael
    Skoglund, Jan
    2016 IEEE INTERNATIONAL WORKSHOP ON ACOUSTIC SIGNAL ENHANCEMENT (IWAENC), 2016,
  • [32] Pre-filtering synthetic imagery by three dimensional blurring
    Sills, TG
    Technologies for Synthetic Environments: Hardware-in-the-Loop Testing X, 2005, 5785 : 239 - 250
  • [33] Adaptive pre-filtering techniques for colour image analysis
    Ilea, Dana Elena
    Whelan, Paul F.
    IMVIP 2007: INTERNATIONAL MACHINE VISION AND IMAGE PROCESSING CONFERENCE, PROCEEDINGS, 2007, : 150 - 157
  • [34] Pre-Filtering in Gain-Scheduled and Robust Control
    Pandey, Amit
    Sehr, Martin
    de Oliveira, Mauricio
    2016 AMERICAN CONTROL CONFERENCE (ACC), 2016, : 3698 - 3703
  • [35] Modification of correlation kernels in SVM, KPCA and KCCA in texture classification
    Horikawa, Y
    PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), VOLS 1-5, 2005, : 2006 - 2011
  • [36] The method for improving of accuracy of correlation lag based on pre-filtering of input tracking circuit signals
    Zavyalov, Viktor V.
    Agapov, Viktor A.
    MARINE INTELLECTUAL TECHNOLOGIES, 2020, (01): : 205 - 211
  • [37] Adaptive pre-filtering for HRT retinal vessel detection in images
    Yang, XY
    Morrow, P
    Scotney, B
    CISST'03: PROCEEDING OF THE INTERNATIONAL CONFERENCE ON IMAGING SCIENCE, SYSTEMS AND TECHNOLOGY, VOLS 1 AND 2, 2003, : 493 - 499
  • [38] EFFICIENCY OF A HYDROCYCLONE OF "RIETEMA" GEOMETRY FOR PRE-FILTERING OF WATER FOR IRRIGATION
    Da Cruz, Othon C.
    Zanini, Jose R.
    ENGENHARIA AGRICOLA, 2010, 30 (04): : 637 - 645
  • [39] An Approach for Pre-Filtering Images from Big Data Sets
    Kanungo, Suvendu
    Tiwari, Sachin
    2015 INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION & AUTOMATION (ICCCA), 2015, : 1110 - 1115
  • [40] Indoor mobile localization system using UKF and pre-filtering
    Ko, Sang-Il
    Choi, Jong-Suk
    2007 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-9, 2007, : 2871 - +
12345