Self-organizing Digital Spike Interval Maps

被引：0
|
作者：
Ogawa, Takashi [1 ]
Saito, Toshimichi [1 ]
机构：
[1] Hosei Univ, Tokyo 1848584, Japan
来源：
NEURAL INFORMATION PROCESSING, PT II | 2011年 / 7063卷
关键词：
Spiking neurons; inter-spike-interval; supervised learning; BIFURCATIONS; NEURON; MODEL;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper studies digital spike interval maps and its learning algorithm. The map can output a variety of digital spike-trains. In order to learn a desired spike-train, two maps are switched by the contradiction detector and they evolve with self-organizing and growing functions. Performing basic numerical experiments for two examples, algorithm efficiency is confirmed.
引用
收藏
页码：612 / 617
页数：6
相关论文
共 50 条
  • [41] Fuzzy Relational Self-Organizing Maps
    Khalilia, Mohammed
    Popescu, Mihail
    2012 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2012,
  • [42] Self-organizing maps of symbol strings
    Kohonen, T
    Somervuo, P
    NEUROCOMPUTING, 1998, 21 (1-3) : 19 - 30
  • [43] Hyperparameter selection for self-organizing maps
    Utsugi, A
    NEURAL COMPUTATION, 1997, 9 (03) : 623 - 635
  • [44] Monitoring Blockchains with Self-Organizing Maps
    Chawathe, Sudarshan S.
    2018 17TH IEEE INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS (IEEE TRUSTCOM) / 12TH IEEE INTERNATIONAL CONFERENCE ON BIG DATA SCIENCE AND ENGINEERING (IEEE BIGDATASE), 2018, : 1870 - 1875
  • [45] Topology preservation in self-organizing maps
    Kiviluoto, K
    ICNN - 1996 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS. 1-4, 1996, : 294 - 299
  • [46] Self-organizing maps for outlier detection
    Munoz, A
    Muruzabal, J
    NEUROCOMPUTING, 1998, 18 (1-3) : 33 - 60
  • [47] Self-Organizing Maps for imprecise data
    D'Urso, Pierpaolo
    De Giovanni, Livia
    Massari, Riccardo
    FUZZY SETS AND SYSTEMS, 2014, 237 : 63 - 89
  • [48] Self-organizing maps of massive databases
    Kohonen, T
    ENGINEERING INTELLIGENT SYSTEMS FOR ELECTRICAL ENGINEERING AND COMMUNICATIONS, 2001, 9 (04): : 179 - 185
  • [49] Brief Review of Self-Organizing Maps
    Miljkovic, Dubravko
    2017 40TH INTERNATIONAL CONVENTION ON INFORMATION AND COMMUNICATION TECHNOLOGY, ELECTRONICS AND MICROELECTRONICS (MIPRO), 2017, : 1061 - 1066
  • [50] Self-organizing maps and ancient documents
    Smigiel, E
    Belaid, A
    Hamza, H
    DOCUMENT ANALYSIS SYSTEMS VI, PROCEEDINGS, 2004, 3163 : 125 - 134
12345