1987-01-01, English, Article, Journal or magazine article, Poster, chart, other edition: A massively parallel architecture for a self-organizing neural pattern recognition machine. Carpenter, Gail A.; Grossberg, Stephen

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Physical Description
  • chart Anatomy of the attentional-orienting system.
  • chart Stages of bottom-up activation.
  • chart Stabilization of categorical learning by the two-thirds rule.
  • chart Distinguishing noise from patterns for inputs of variance complexity.
  • chart Influence of vigilance level on categorical groupings.
  • chart Alphabet learning.
  • chart Parameter constraints.
  • chart Computer simulation to illustrate order of search.
  • Magazine/​Journal article
Published
  • Academic Press, Inc., 1987 Jan
Language
  • English

Edition details

Title
  • A massively parallel architecture for a self-organizing neural pattern recognition machine.
Appears In
  • Computer Vision, Graphics &​ Image Processing, v37, no.n1, 1987 Jan, p54(62) (ISSN: 0734-189X)
Author
  • Carpenter, Gail A.
  • Grossberg, Stephen
Published
  • Academic Press, Inc., 1987 Jan
Physical Description
  • chart Anatomy of the attentional-orienting system.
  • chart Stages of bottom-up activation.
  • chart Stabilization of categorical learning by the two-thirds rule.
  • chart Distinguishing noise from patterns for inputs of variance complexity.
  • chart Influence of vigilance level on categorical groupings.
  • chart Alphabet learning.
  • chart Parameter constraints.
  • chart Computer simulation to illustrate order of search.
  • Magazine/​Journal article
Subjects
Target Audience
  • Trade
Summary
  • The process whereby humans learn to recognize patterns is a self-organizing one, and a self-organizing parallel neural network architecture for recognizing patterns is proposed (an example of an adaptive resonance theory, ART networks). This network has two interactive learning subsystems: an attentional one which processes familiar input patterns until invariant pattern (prototype) sets are created which subsequent familiar patterns are compared to, and the orienting subsystem which resets the attentional one when new patterns are encountered. The importance and nature of the attentional process is detailed and several theorems and a system of exponential equations detail the ART network.
Notes
  • chart Anatomy of the attentional-orienting system.
  • chart Stages of bottom-up activation.
  • chart Stabilization of categorical learning by the two-thirds rule.
  • chart Distinguishing noise from patterns for inputs of variance complexity.
  • chart Influence of vigilance level on categorical groupings.
  • chart Alphabet learning.
  • chart Parameter constraints.
  • chart Computer simulation to illustrate order of search.
Language
  • English
Database
  • Gale Academic OneFile
  • Gale General OneFile
Identifier
  • 6008512

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CSIRO. Library Services. Not open to the public 999691170001981; Elsevier SD Backfile Mathematics Supplement. Online Access. Available for document delivery. Restrictions apply.; Available from 1983 volume: 21 issue: 1 until 1990 volume: 52 issue: 3; Elsevier SD Backfile Computer Science Supplement. Online Access. Available for document delivery. Restrictions apply.; Available from 1983 volume: 21 issue: 1 until 1990 volume: 52 issue: 3 Periodical; Journal, magazine, other English
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Edith Cowan University. Edith Cowan University Library. Open to the public Periodical; Journal, magazine, other English
Griffith University. Nathan Campus Library. Open to the public .b12618858; TA1634.C57 Vol. 49, no. 1 (Jan. 1990)-v. 52. no. 3 (Dec. 1990) Periodical; Journal, magazine, other English
Monash University. Monash University Library. Open to the public 997247801751; 510.783405 C738.1; v. 21, no. 1 (Jan. 1983) to v. 52, no. 3 (Dec. 1990); HA; SER Periodical; Journal, magazine, other English
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RMIT University. RMIT University Library. Open to the public 9910430080001341; PER 001.55 C738; Held in Storage. Request from <a href=http://www.rmit.edu.au/library/dds target=_blank>Document Delivery</a>; v. 21, no. 1 (Jan. 1983)-v. 52, no. 3 (Dec. 1990) Periodical; Journal, magazine, other English
The University of Melbourne. The University of Melbourne Library. Open to the public En P COMP; v.21, no.1-v.21, no.2; v.41, no.1-v.52, no.3; Jan-Feb. 1983; Jan. 1988-Dec. 1990 Periodical; Journal, magazine, other English
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University of Western Australia. University of Western Australia Library. Open to the public 9982546502101; HELD; V. 21-52 ; 1983-1990 Periodical; Journal, magazine, other English
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National Library of Australia. Open to the public 1642081; S 001.6443 COM; Vol. 21, no.1-v. 38, no. 3; v. 39, no. 1-v. 52, no. 3 (1983-1987; 1987-1990) Periodical; Journal, magazine, other English
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University of Newcastle. University of Newcastle Library. Open to the public S621.381905/7; v. 21-52; 1983-1990 Periodical; Journal, magazine, other English
University of Wollongong. University of Wollongong Library. Open to the public 89 001.6443/15 NWUS[ v.21 no.1 1983- v.52 1990] 011314, .b10019753; held Periodical; Journal, magazine, other English
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Griffith University. Nathan Campus Library. Open to the public .b12618858; TA1634.C57 Vol. 49, no. 1 (Jan. 1990)-v. 52. no. 3 (Dec. 1990) Periodical; Journal, magazine, other English
University of Queensland. University of Queensland Library. Open to the public b10199135; eslp T385 .C57 : 21(1983)-52(1990) Periodical; Journal, magazine, other English
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CSIRO. Library Services. Not open to the public 999691170001981; Elsevier SD Backfile Mathematics Supplement. Online Access. Available for document delivery. Restrictions apply.; Available from 1983 volume: 21 issue: 1 until 1990 volume: 52 issue: 3; Elsevier SD Backfile Computer Science Supplement. Online Access. Available for document delivery. Restrictions apply.; Available from 1983 volume: 21 issue: 1 until 1990 volume: 52 issue: 3 Periodical; Journal, magazine, other English
Defence Science and Technology Group. DST Group Research Information Services - Melbourne. Not open to the public Serials; Vol. 21, no. 1-v.52, no. 2; Jan. 1983-Nov. 1990 Periodical; Journal, magazine, other English
Monash University. Monash University Library. Open to the public 997247801751; 510.783405 C738.1; v. 21, no. 1 (Jan. 1983) to v. 52, no. 3 (Dec. 1990); HA; SER Periodical; Journal, magazine, other English
RMIT University. RMIT University Library. Open to the public 9910430080001341; PER 001.55 C738; Held in Storage. Request from <a href=http://www.rmit.edu.au/library/dds target=_blank>Document Delivery</a>; v. 21, no. 1 (Jan. 1983)-v. 52, no. 3 (Dec. 1990) Periodical; Journal, magazine, other English
The University of Melbourne. The University of Melbourne Library. Open to the public En P COMP; v.21, no.1-v.21, no.2; v.41, no.1-v.52, no.3; Jan-Feb. 1983; Jan. 1988-Dec. 1990 Periodical; Journal, magazine, other English
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