{"id":"https://openalex.org/W2018518624","doi":"https://doi.org/10.1109/ijcnn.2012.6252815","title":"A comparative evaluation of the Generative Topographic Mapping and the Elastic Net for the formation of Ocular Dominance stripes","display_name":"A comparative evaluation of the Generative Topographic Mapping and the Elastic Net for the formation of Ocular Dominance stripes","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2018518624","doi":"https://doi.org/10.1109/ijcnn.2012.6252815","mag":"2018518624"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2012.6252815","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2012.6252815","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2012 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001601816","display_name":"Dror Cohen","orcid":"https://orcid.org/0000-0002-5077-2207"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dror Cohen","raw_affiliation_strings":["Clayton School of Information Technology, Monash University, Australia","Clayton School of Information Technology, Monash University, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clayton School of Information Technology, Monash University, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Clayton School of Information Technology, Monash University, Austria","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017819584","display_name":"Andrew P. Papli\u0144ski","orcid":"https://orcid.org/0000-0002-3639-1045"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Andrew P. Paplinski","raw_affiliation_strings":["Clayton School of Information Technology, Monash University, Australia","Clayton School of Information Technology, Monash University, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clayton School of Information Technology, Monash University, Australia","institution_ids":["https://openalex.org/I56590836"]},{"raw_affiliation_string":"Clayton School of Information Technology, Monash University, Austria","institution_ids":["https://openalex.org/I56590836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I56590836"],"apc_list":null,"apc_paid":null,"fwci":0.4326,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.5663464,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"39","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10427","display_name":"Visual perception and processing mechanisms","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10427","display_name":"Visual perception and processing mechanisms","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.975600004196167,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10914","display_name":"Tactile and Sensory Interactions","score":0.9562000036239624,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dominance","display_name":"Dominance (genetics)","score":0.6594994068145752},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.5960256457328796},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5833109021186829},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5468253493309021},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5441527962684631},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44094833731651306},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.38622164726257324},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3468824028968811},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.28466999530792236},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.22658070921897888}],"concepts":[{"id":"https://openalex.org/C151913843","wikidata":"https://www.wikidata.org/wiki/Q3454555","display_name":"Dominance (genetics)","level":3,"score":0.6594994068145752},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.5960256457328796},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5833109021186829},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5468253493309021},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5441527962684631},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44094833731651306},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.38622164726257324},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3468824028968811},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.28466999530792236},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.22658070921897888},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn.2012.6252815","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2012.6252815","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2012 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.708.5429","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.708.5429","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://users.monash.edu/%7Eapp/papers/12GTM_EN.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W66306528","https://openalex.org/W1525018193","https://openalex.org/W1581752971","https://openalex.org/W1601795611","https://openalex.org/W1663973292","https://openalex.org/W1728057959","https://openalex.org/W1844800426","https://openalex.org/W1966897368","https://openalex.org/W1967083171","https://openalex.org/W1984438485","https://openalex.org/W1990110237","https://openalex.org/W1995446551","https://openalex.org/W2021123210","https://openalex.org/W2022129758","https://openalex.org/W2026147435","https://openalex.org/W2033613103","https://openalex.org/W2042352073","https://openalex.org/W2049633694","https://openalex.org/W2051719061","https://openalex.org/W2107585633","https://openalex.org/W2107636931","https://openalex.org/W2132003317","https://openalex.org/W2133877521","https://openalex.org/W2134919980","https://openalex.org/W2144662207","https://openalex.org/W2147008239","https://openalex.org/W2148764920","https://openalex.org/W2149305107","https://openalex.org/W2150065638","https://openalex.org/W2394669040","https://openalex.org/W3013977581","https://openalex.org/W4241278509","https://openalex.org/W4245176872","https://openalex.org/W4293765329","https://openalex.org/W6602631663","https://openalex.org/W6711896634","https://openalex.org/W6775435023","https://openalex.org/W7046308325","https://openalex.org/W7048738093"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W4317695495","https://openalex.org/W2280377497","https://openalex.org/W4387506531","https://openalex.org/W4238433571","https://openalex.org/W3174044702","https://openalex.org/W2967848559","https://openalex.org/W4283803360"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3],"compare":[4,23,71],"the":[5,10,24,29,49,52,59,63,76,82,89,97],"self":[6],"organising":[7],"capabilities":[8],"of":[9,65,88],"Generative":[11],"Topographic":[12],"Map":[13],"(GTM)":[14],"[1]":[15],"and":[16,27,70,92],"Elastic":[17],"Net":[18],"(EN)":[19],"[2].":[20],"We":[21,44,55],"analytically":[22],"two":[25,53],"algorithms":[26],"examine":[28],"different":[30],"ways":[31],"in":[32],"which":[33],"they":[34],"preserve":[35],"topography":[36],"by":[37,57],"considering":[38],"their":[39],"respective":[40],"\u2018state":[41],"space":[42],"trajectories\u2019.":[43],"present":[45],"simulations":[46,74],"that":[47,81],"demonstrate":[48],"differences":[50],"between":[51],"algorithms.":[54],"conclude":[56],"using":[58,75],"GTM":[60,83],"to":[61,99],"simulate":[62],"formation":[64],"Ocular":[66],"Dominance":[67],"(OD)":[68],"stripes":[69],"against":[72],"earlier":[73],"EN.":[77],"Our":[78],"findings":[79],"indicate":[80],"produces":[84],"patterns":[85],"with":[86,96],"some":[87],"required":[90],"characteristics":[91],"match":[93],"results":[94],"obtained":[95],"EN":[98],"a":[100],"degree.":[101]},"counts_by_year":[{"year":2016,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
