Decreasing the Size of the Restricted Boltzmann Machine

被引：1
作者：
Saito, Yohei [1 ]
Kato, Takuya [2 ]
机构：
[1] Univ Tokyo, Inst Ind Sci, Meguro Ku, Tokyo 1538505, Japan
[2] Univ Tokyo, Grad Sch Informat Sci & Technol, Dept Math informat, Bunkyo Ku, Tokyo 1138654, Japan
来源：
NEURAL COMPUTATION | 2019年 / 31卷 / 04期
关键词：
D O I：
10.1162/neco_a_01176
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this letter, we propose a method to decrease the number of hidden units of the restricted Boltzmann machine while avoiding a decrease in the performance quantified by the Kullback-Leibler divergence. Our algorithm is then demonstrated by numerical simulations.
引用
收藏
页码：784 / 805
页数：22
相关论文
共 50 条
  • [31] Privacy-Preserving Restricted Boltzmann Machine
    Li, Yu
    Zhang, Yuan
    Ji, Yue
    COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2014, 2014
  • [32] Finite-Size Scaling on a Digital Quantum Simulator Using Quantum Restricted Boltzmann Machine
    Khalid, Bilal
    Sureshbabu, Shree Hari
    Banerjee, Arnab
    Kais, Sabre
    FRONTIERS IN PHYSICS, 2022, 10
  • [33] An Implementation of Working Memory Using Stacked Half Restricted Boltzmann Machine Toward to Restricted Boltzmann Machine-Based Cognitive Architecture
    Osawa, Masahiko
    Yamakawa, Hiroshi
    Imai, Michita
    NEURAL INFORMATION PROCESSING, ICONIP 2016, PT I, 2016, 9947 : 342 - 350
  • [34] Generating the conformational properties of a polymer by the restricted Boltzmann machine
    Yu, Wancheng
    Liu, Yuan
    Chen, Yuguo
    Jiang, Ying
    Chen, Jeff Z. Y.
    JOURNAL OF CHEMICAL PHYSICS, 2019, 151 (03)
  • [35] Review of research on restricted Boltzmann machine and its variants
    Wang Q.
    Gao X.
    Wu B.
    Hu Z.
    Wan K.
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2024, 46 (07): : 2323 - 2345
  • [36] A complete restricted Boltzmann machine on an adiabatic quantum computer
    Rocutto, Lorenzo
    Prati, Enrico
    INTERNATIONAL JOURNAL OF QUANTUM INFORMATION, 2021, 19 (04)
  • [37] Pruning a restricted Boltzmann machine for quantum state reconstruction
    Golubeva, Anna
    Melko, Roger G.
    PHYSICAL REVIEW B, 2022, 105 (12)
  • [38] A new variant of restricted Boltzmann machine with horizontal connections
    Shi, Guang
    Zhang, Jiangshe
    Ji, NanNan
    Wang, ChangPeng
    NEURAL COMPUTING & APPLICATIONS, 2019, 31 (10) : 6521 - 6533
  • [39] Deep scalable and distributed restricted boltzmann machine for recommendations
    R. R. S. Ravi Kumar
    G. Apparao
    S. Anuradha
    International Journal of System Assurance Engineering and Management, 2024, 15 : 161 - 173
  • [40] VOICE CONVERSION USING CONDITIONAL RESTRICTED BOLTZMANN MACHINE
    Zhu, Fengyun
    Fan, Ziye
    Wu, Xihong
    2014 IEEE CHINA SUMMIT & INTERNATIONAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (CHINASIP), 2014, : 110 - 114
12345