The Influence of Morphological Regularities on the Dynamics of a Connectionist Network

The effects of morphological regularities on the behavior of connectionist networks were studied by training identical networks on orthographic-semantic mappings that either contained such regularities or did not. Morphological regularities had a substantial impact on both the amount of training nee...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Brain and language Jg. 68; H. 1-2; S. 110 - 117
Hauptverfasser: Rueckl, Jay G., Raveh, Michal
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Netherlands Elsevier Inc 01.06.1999
Schlagworte:
Cognition - physiology
Humans
Key Words: connectionism
Lexical Access
Morphology
Neural Networks
Neural Networks (Computer)
Parallel Distributed Processing Models
Semantics
Vocabulary
word identification
Word Recognition
Word Structure
morphology
Key Words: connectionism
word identification
ISSN:0093-934X, 1090-2155
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:The effects of morphological regularities on the behavior of connectionist networks were studied by training identical networks on orthographic-semantic mappings that either contained such regularities or did not. Morphological regularities had a substantial impact on both the amount of training needed to learn a mapping and the number of words that could be included in the training set. A variety of analyses demonstrated how morphological regularities structure the organization and componentiality of a network's internal representations.
Bibliographie:ObjectType-Article-2
SourceType-Scholarly Journals-1
ObjectType-Feature-1
content type line 23
ObjectType-Article-1
ObjectType-Feature-2
ISSN:0093-934X
1090-2155
DOI:10.1006/brln.1999.2106