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--- abstract: 'In this paper the issue of drawing inferences about biological cognitive systems on the basis of connectionist simulations is addressed. In particular, the justification of inferences based on connectionist models trained using the backpropagation learning algorithm is examined. First it is noted that a justification commonly found in the philosophical literature is inapplicable. Then some general issues are raised about the relationships between models and biological systems. A way of conceiving the role of hidden units in connectionist networks is then introduced. This, in combination with an assumption about the way evolution goes about solving problems, is then used to suggest a means of justifying inferences about biological systems based on connectionist research.' altloc: - http://www.ucs.louisiana.edu/~isb9112/dept/phil341/conrecon/conrecon.html chapter: ~ commentary: ~ commref: ~ confdates: ~ conference: ~ confloc: ~ contact_email: ~ creators_id: [] creators_name: - family: Berkeley given: Istvan honourific: '' lineage: '' date: 1998 date_type: published datestamp: 2003-06-06 department: ~ dir: disk0/00/00/19/75 edit_lock_since: ~ edit_lock_until: ~ edit_lock_user: ~ editors_id: [] editors_name: [] eprint_status: archive eprintid: 1975 fileinfo: /style/images/fileicons/application_pdf.png;/1975/3/CReconF.pdf 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: 'Connectionism, backpropogation, cognitive modeling, model validation' lastmod: 2011-03-11 08:54:51 latitude: ~ longitude: ~ metadata_visibility: show note: ~ number: ~ pagerange: ~ pubdom: FALSE publication: ~ publisher: ~ refereed: FALSE referencetext: |+ Bechtel, W. and Abrahamsen, A. 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(1999), The Mind Within the Net: Models of Learning, Thinking, and Acting, MIT Press (Cambridge, Mass.). Sterelny, K. (1990), The Representational Theory of Mind, Blackwell (Oxford). relation_type: [] relation_uri: [] reportno: ~ rev_number: 12 series: ~ source: ~ status_changed: 2007-09-12 16:42:13 subjects: - phil-mind - comp-sci-neural-nets - phil-sci succeeds: ~ suggestions: ~ sword_depositor: ~ sword_slug: ~ thesistype: ~ title: 'Connectionism Reconsidered: Minds, Machines and Models' type: preprint userid: 2492 volume: ~