Neneta: Heterogeneous Computing Complex-Valued Neural Network Framework

被引：0
|
作者：
Lekic, Vladimir [1 ]
Babic, Zdenka [1 ]
机构：
[1] Univ Banja Luka, Fac Elect Engn, Banja Luka 78000, Bosnia & Herceg
来源：
2017 40TH INTERNATIONAL CONVENTION ON INFORMATION AND COMMUNICATION TECHNOLOGY, ELECTRONICS AND MICROELECTRONICS (MIPRO) | 2017年
关键词：
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Due to increased demand for computational efficiency for the training, validation and testing of artificial neural networks, many open source software frameworks have emerged. Almost exclusively GPU programming model of choice in such software frameworks is CUDA. Symptomatic is also lack of the support for complex-valued neural networks. With our research going exactly in that direction, we developed and made publicly available yet another software framework, completely based on C++ and OpenCL standards with which we try to solve problems we identified with already existing solutions.
引用
收藏
页码：192 / 196
页数：5
相关论文
共 50 条
  • [1] A Fully Complex-Valued Gradient Neural Network for Rapidly Computing Complex-Valued Linear Matrix Equations
    Xiao Lin
    Lu Rongbo
    CHINESE JOURNAL OF ELECTRONICS, 2017, 26 (06) : 1194 - 1197
  • [2] A Fully Complex-Valued Gradient Neural Network for Rapidly Computing Complex-Valued Linear Matrix Equations
    XIAO Lin
    LU Rongbo
    Chinese Journal of Electronics, 2017, 26 (06) : 1194 - 1197
  • [3] Complex-Valued Neural Network and Complex-Valued Backpropagation Learning Algorithm
    Nitta, Tohru
    ADVANCES IN IMAGING AND ELECTRON PHYSICS, VOL 152, 2008, 152 : 153 - 220
  • [4] Neural network for computing pseudoinverses and outer inverses of complex-valued matrices
    Xia, Youshen
    Zhang, Songchuan
    Stanimirovic, Predrag S.
    APPLIED MATHEMATICS AND COMPUTATION, 2016, 273 : 1107 - 1121
  • [5] Novel complex-valued neural network for dynamic complex-valued matrix inversion
    Liao B.
    Xiao L.
    Jin J.
    Ding L.
    Liu M.
    2016, Fuji Technology Press (20) : 132 - 138
  • [6] Novel Complex-Valued Neural Network for Dynamic Complex-Valued Matrix Inversion
    Liao, Bolin
    Xiao, Lin
    Jin, Jie
    Ding, Lei
    Liu, Mei
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2016, 20 (01) : 132 - 138
  • [7] Uniqueness of feedforward complex-valued neural network with a given complex-valued function
    Nitta, T
    KNOWLEDGE-BASED INTELLIGENT INFORMATION ENGINEERING SYSTEMS & ALLIED TECHNOLOGIES, PTS 1 AND 2, 2001, 69 : 550 - 554
  • [8] A hybrid complex-valued neural network framework with applications to electroencephalogram (EEG)
    Du, Hang
    Riddell, Rebecca Pillai
    Wang, Xiaogang
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2023, 85
  • [9] Comparison of complex-valued neural network and fuzzy clustering complex-valued neural network for load-flow analysis
    Ceylan, Murat
    Cetinkaya, Nurettin
    Ceylan, Rahime
    Ozbay, Yuksel
    ARTIFICIAL INTELLIGENCE AND NEURAL NETWORKS, 2006, 3949 : 92 - 99
  • [10] Neural Cryptography Based on Complex-Valued Neural Network
    Dong, Tao
    Huang, Tingwen
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 31 (11) : 4999 - 5004
12345