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--- abstract: "Self-organizing models develop realistic cortical structures when given approximations of the visual environment as input, and are an effective way to model the development of face recognition abilities. However, environment-driven self-organization alone cannot account for the fact that newborn human infants will preferentially attend to face-like stimuli even immediately after birth. Recently it has been proposed that internally generated input patterns, such as those found in the developing retina and in PGO waves during REM sleep, may have the same effect on self-organization as does the external environment. Internal pattern generators constitute an efficient way to specify, develop, and maintain functionally appropriate perceptual organization. They may help express complex structures from minimal genetic information, and retain this genetic structure within a highly plastic system. Simulations with the RF-LISSOM model show that such preorganization can account for newborn face preferences, providing a computational framework for examining how genetic influences interact with experience to construct a complex system. \n" altloc: - http://www.cs.utexas.edu/users/nn/pages/publications/abstracts.html#bednar.aaai2000 - ftp://ftp.cs.utexas.edu/pub/neural-nets/papers/bednar.aaai2000.ps.Z chapter: ~ commentary: ~ commref: ~ confdates: 'July 30-August 3, 2000' conference: |- National Conference on Artificial Intelligence (AAAI-2000) confloc: 'Austin, TX' contact_email: ~ creators_id: [] creators_name: - family: Bednar given: James A. honourific: '' lineage: '' - family: Miikkulainen given: Risto honourific: '' lineage: '' date: 2000 date_type: published datestamp: 2001-11-18 department: ~ dir: disk0/00/00/18/99 edit_lock_since: ~ edit_lock_until: ~ edit_lock_user: ~ editors_id: [] editors_name: [] eprint_status: archive eprintid: 1899 fileinfo: /style/images/fileicons/application_postscript.png;/1899/1/bednar.aaai2000.ps.Z|/style/images/fileicons/application_pdf.png;/1899/4/bednar.aaai2000.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: |- face detection, face preferences, face recognition, self-organization, REM sleep, pattern generation, newborn, retinal waves, PGO waves, plasticity, nature/nurture, genome, CONSPEC/CONLERN lastmod: 2011-03-11 08:54:49 latitude: ~ longitude: ~ metadata_visibility: show note: ~ number: ~ pagerange: 117-122 pubdom: FALSE publication: ~ publisher: MIT Press refereed: TRUE referencetext: | Bednar, J. 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V. 1996. The development of topography in the visual cortex: A review of models. Network - Computation in Neural Systems 7:161-247. relation_type: [] relation_uri: [] reportno: ~ rev_number: 12 series: ~ source: ~ status_changed: 2007-09-12 16:41:36 subjects: - comp-sci-neural-nets - dev-psy - neuro-mod succeeds: ~ suggestions: ~ sword_depositor: ~ sword_slug: ~ thesistype: ~ title: 'Self-Organization of Innate Face Preferences: Could Genetics Be Expressed Through Learning?' type: confpaper userid: 312 volume: ~