--- abstract: 'To give an adequate explanation of cognition and perform certain practical tasks connectionist systems must be able to extrapolate. This work has explored the relationship between input representation and extrapolation, using simulations of multi-layer perceptrons trained to model the identity function. It has been discovered that representation has a marked effect on extrapolation. ' altloc: - http://www.lgu.ac.uk/~abrowne/abrowne.htm chapter: ~ commentary: ~ commref: ~ confdates: ~ conference: ~ confloc: ~ contact_email: ~ creators_id: [] creators_name: - family: Browne given: Antony honourific: '' lineage: '' date: 2001-10 date_type: published datestamp: 2001-11-19 department: ~ dir: disk0/00/00/19/04 edit_lock_since: ~ edit_lock_until: ~ edit_lock_user: ~ editors_id: [] editors_name: [] eprint_status: archive eprintid: 1904 fileinfo: /style/images/fileicons/application_postscript.png;/1904/1/NcompExtrap.ps.zip full_text_status: public importid: ~ institution: ~ isbn: ~ ispublished: ~ 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: 'Extrapolation, distributed representation, localist representation, identity task, circular convolution.' lastmod: 2011-03-11 08:54:49 latitude: ~ longitude: ~ metadata_visibility: show note: ~ number: ~ pagerange: ~ pubdom: FALSE publication: ~ publisher: ~ refereed: TRUE referencetext: ~ relation_type: [] relation_uri: [] reportno: ~ rev_number: 8 series: ~ source: ~ status_changed: 2007-09-12 16:41:39 subjects: - cog-psy - comp-sci-art-intel - comp-sci-neural-nets succeeds: ~ suggestions: ~ sword_depositor: ~ sword_slug: ~ thesistype: ~ title: Representation and Extrapolation in Multi-Layer Perceptrons type: preprint userid: 2152 volume: ~