Cogprints

SARDSRN: A NEURAL NETWORK SHIFT-REDUCE PARSER

Mayberry, Marshall R. and Miikkulainen, Risto (1999) SARDSRN: A NEURAL NETWORK SHIFT-REDUCE PARSER. [Conference Paper]

Full text available as:

[img]
Preview
PDF
64Kb

Abstract

Simple Recurrent Networks (SRNs) have been widely used in natural language tasks. SARDSRN extends the SRN by explicitly representing the input sequence in a SARDNET self-organizing map. The distributed SRN component leads to good generalization and robust cognitive properties, whereas the SARDNET map provides exact representations of the sentence constituents. This combination allows SARDSRN to learn to parse sentences with more complicated structure than can the SRN alone, and suggests that the approach could scale up to realistic natural language.

Item Type:Conference Paper
Keywords:SardSrn Shift-Reduce Parser
Subjects:Computer Science > Language
Computer Science > Neural Nets
Computer Science > Artificial Intelligence
ID Code:2646
Deposited By:Mayberry, Marshall R
Deposited On:11 Dec 2002
Last Modified:11 Mar 2011 08:55

Metadata

Repository Staff Only: item control page