--- 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. altloc: [] chapter: ~ commentary: ~ commref: ~ confdates: July 29-August 3 conference: Proceedings of the 16th Annual International Joint Conference on Artificial Intelligence confloc: 'Stockholm, Sweden' contact_email: ~ creators_id: [] creators_name: - family: Mayberry given: Marshall R. honourific: '' lineage: '' - family: Miikkulainen given: Risto honourific: '' lineage: '' date: 1999 date_type: published datestamp: 2002-12-11 department: ~ dir: disk0/00/00/26/46 edit_lock_since: ~ edit_lock_until: ~ edit_lock_user: ~ editors_id: [] editors_name: [] eprint_status: archive eprintid: 2646 fileinfo: /style/images/fileicons/application_pdf.png;/2646/1/mayberry.sardsrn.pdf full_text_status: public importid: ~ institution: ~ isbn: ~ ispublished: pub issn: ~ item_issues_comment: [] item_issues_count: 0 item_issues_description: [] item_issues_id: [] item_issues_reported_by: [] item_issues_resolved_by: [] item_issues_status: [] item_issues_timestamp: [] item_issues_type: [] keywords: SardSrn Shift-Reduce Parser lastmod: 2011-03-11 08:55:07 latitude: ~ longitude: ~ metadata_visibility: show note: ~ number: ~ pagerange: 820-825 pubdom: FALSE publication: ~ publisher: ~ refereed: TRUE referencetext: ~ relation_type: [] relation_uri: [] reportno: ~ rev_number: 12 series: ~ source: ~ status_changed: 2007-09-12 16:46:09 subjects: - comp-sci-lang - comp-sci-neural-nets - comp-sci-art-intel succeeds: ~ suggestions: ~ sword_depositor: ~ sword_slug: ~ thesistype: ~ title: 'SARDSRN: A NEURAL NETWORK SHIFT-REDUCE PARSER' type: confpaper userid: 2447 volume: ~