A New Computational Approach to the Levenberg-Marquardt Learning Algorithm

被引：0
|
作者：
Bilski, Jaroslaw [1 ]
Kowalczyk, Barosz [1 ]
Smolag, Jacek [1 ]
机构：
[1] Czestochowa Tech Univ, Inst Computat Intelligence, Czestochowa, Poland
来源：
ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, ICAISC 2022, PT I | 2023年 / 13588卷
关键词：
Neural network learning algorithm; Levenberg-marquardt learning algorithm; Vector computations; Approximation; Classification; NEURO-FUZZY SYSTEMS; PARALLEL REALIZATION; NONLINEAR REGRESSIONS; NETWORKS; IDENTIFICATION;
D O I：
10.1007/978-3-031-23492-7_2
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
A new parallel computational approach to the Levenberg-Marquardt learning algorithm is presented. The proposed solution is based on the AVX instructions to effectively reduce the high computational load of this algorithm. Detailed parallel neural network computations are explicitly discussed. Additionally obtained acceleration is shown based on a few test problems.
引用
收藏
页码：16 / 26
页数：11
相关论文
共 50 条
  • [41] Parameter extraction and optimization using Levenberg-Marquardt algorithm
    Duc-Hung, Le
    Cong-Kha, Pham
    Trang, Nguyen Thi Thien
    Tu, Bui Trong
    2012 FOURTH INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND ELECTRONICS (ICCE), 2012, : 434 - 437
  • [42] Levenberg-Marquardt Algorithm Applied for Foggy Image Enhancement
    Curila, Sorin
    Curila, Mircea
    Curila, Diana
    Grava, Cristian
    INFORMATICA, 2024, 35 (01) : 47 - 63
  • [43] A note on the Levenberg-Marquardt parameter
    Fan, Jinyan
    Pan, Jianyu
    APPLIED MATHEMATICS AND COMPUTATION, 2009, 207 (02) : 351 - 359
  • [44] A new approach for determining damping factors in Levenberg-Marquardt algorithm for solving an inverse heat conduction problem
    Cui, Miao
    Zhao, Yi
    Xu, Bingbing
    Gao, Xiao-wei
    INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2017, 107 : 747 - 754
  • [45] Cornering stiffness estimation using Levenberg-Marquardt approach
    Pereira, Camila Leao
    da Costa Neto, Ricardo Teixeira
    Loiola, Bruna Rafaella
    INVERSE PROBLEMS IN SCIENCE AND ENGINEERING, 2021, 29 (12) : 2207 - 2238
  • [46] Geometric Algebra Levenberg-Marquardt
    De Keninck, Steven
    Dorst, Leo
    ADVANCES IN COMPUTER GRAPHICS, CGI 2019, 2019, 11542 : 511 - 522
  • [47] Online Levenberg-Marquardt Algorithm for Digital Predistortion Based on Direct Learning and Indirect Learning Architectures
    Chen Limin
    Liang Yin
    Wan Guojin
    FOURTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2012), 2012, 8334
  • [48] Panorama Stitching Based on SIFT Algorithm and Levenberg-Marquardt Optimization
    Zhong Min
    Zeng Jiguo
    Xie Xusheng
    2012 INTERNATIONAL CONFERENCE ON MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING (ICMPBE2012), 2012, 33 : 811 - 818
  • [49] Prediction of Students' GPA Using Levenberg-Marquardt Backpropagation Algorithm
    Sabukunze, Igor Didier
    Alvinika, Yohanes
    Waworuntu, Billy Josef
    Mudjihartono, Paulus
    2021 6TH INTERNATIONAL CONFERENCE FOR CONVERGENCE IN TECHNOLOGY (I2CT), 2021,
  • [50] A modified Levenberg-Marquardt algorithm for singular system of nonlinear equations
    Fan, JY
    JOURNAL OF COMPUTATIONAL MATHEMATICS, 2003, 21 (05) : 625 - 636
12345