Publication result detail

Constructing Hierarchical Neural Nets Using Sparse Distributed Memory

GREBENÍČEK, F.

Original Title

Constructing Hierarchical Neural Nets Using Sparse Distributed Memory

English Title

Constructing Hierarchical Neural Nets Using Sparse Distributed Memory

Type

Paper in proceedings outside WoS and Scopus

Original Abstract

This paper discusses a possibility of the hierarchical neural netsconstruction using Kanerva's Sparse Distributed Memory (SDM). SDM is anassociative neural memory and can be used in visual patternrecognition. The paper introduces a hierarchical net for digitrecognition. Results of xperiment show notable properties of the net:insensivity to digit position and warping. Finally, a possiblemodification of Fukushima's Neocognitron is discussed.

English abstract

This paper discusses a possibility of the hierarchical neural netsconstruction using Kanerva's Sparse Distributed Memory (SDM). SDM is anassociative neural memory and can be used in visual patternrecognition. The paper introduces a hierarchical net for digitrecognition. Results of xperiment show notable properties of the net:insensivity to digit position and warping. Finally, a possiblemodification of Fukushima's Neocognitron is discussed.

Keywords

Neural nets, associative memory, Sparse Distributed Memory, pattern recognition

Key words in English

Neural nets, associative memory, Sparse Distributed Memory, pattern recognition

Authors

GREBENÍČEK, F.

Released

01.01.2000

Publisher

Marq software s.r.o.

Location

Sv. Hostýn, Bystřice pod Hostýnem

ISBN

80-85988-51-8

Book

ASIS 2000 Proceedings of the Colloquium

Pages from

359

Pages to

364

Pages count

6

URL

http://www.fit.vutbr.cz/~grebenic/Publikace/asis2000.ps.zip

BibTex

@inproceedings{BUT192151,
  author="František {Grebeníček}",
  title="Constructing Hierarchical Neural Nets Using Sparse Distributed Memory",
  booktitle="ASIS 2000 Proceedings of the Colloquium",
  year="2000",
  pages="359--364",
  publisher="Marq software s.r.o.",
  address="Sv. Hostýn, Bystřice pod Hostýnem",
  isbn="80-85988-51-8",
  url="http://www.fit.vutbr.cz/~grebenic/Publikace/asis2000.ps.zip"
}