{"id":"https://openalex.org/W2128988230","doi":"https://doi.org/10.1109/ijcnn.2004.1380906","title":"A supervised self-organizing map for structures","display_name":"A supervised self-organizing map for structures","publication_year":2005,"publication_date":"2005-01-31","ids":{"openalex":"https://openalex.org/W2128988230","doi":"https://doi.org/10.1109/ijcnn.2004.1380906","mag":"2128988230"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2004.1380906","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2004.1380906","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2004 IEEE International Joint Conference on Neural Networks (IEEE Cat. No.04CH37541)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/conference_contribution/A_supervised_self-organizing_map_for_structures/27706854","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069570795","display_name":"Markus Hagenbuchner","orcid":"https://orcid.org/0000-0002-4884-753X"},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"M. Hagenbuchner","raw_affiliation_strings":["Information Technology Services, University of Wollongong, Australia"],"affiliations":[{"raw_affiliation_string":"Information Technology Services, University of Wollongong, Australia","institution_ids":["https://openalex.org/I204824540"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077581403","display_name":"Ah Chung Tsoi","orcid":"https://orcid.org/0000-0003-2904-7008"},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ah Chung Tsoi","raw_affiliation_strings":["Office of Pro Vice-Chancellor (IT), University of Wollongong, Australia"],"affiliations":[{"raw_affiliation_string":"Office of Pro Vice-Chancellor (IT), University of Wollongong, Australia","institution_ids":["https://openalex.org/I204824540"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5069570795"],"corresponding_institution_ids":["https://openalex.org/I204824540"],"apc_list":null,"apc_paid":null,"fwci":2.7402,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.91284576,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"3","issue":null,"first_page":"1923","last_page":"1928"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9742000102996826,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/self-organizing-map","display_name":"Self-organizing map","score":0.9271907806396484},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7405470609664917},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6182734370231628},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5146509408950806},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5103835463523865},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.506217896938324},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49178841710090637},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.4776519536972046},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.34562599658966064},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3311290740966797}],"concepts":[{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.9271907806396484},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7405470609664917},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6182734370231628},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5146509408950806},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5103835463523865},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.506217896938324},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49178841710090637},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.4776519536972046},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.34562599658966064},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3311290740966797},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/ijcnn.2004.1380906","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2004.1380906","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2004 IEEE International Joint Conference on Neural Networks (IEEE Cat. No.04CH37541)","raw_type":"proceedings-article"},{"id":"pmh:oai:ro.uow.edu.au:infopapers-1146","is_oa":false,"landing_page_url":"https://ro.uow.edu.au/infopapers/148","pdf_url":null,"source":{"id":"https://openalex.org/S4306400510","display_name":"Research Online (University of Wollongong)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I204824540","host_organization_name":"University of Wollongong","host_organization_lineage":["https://openalex.org/I204824540"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty of Informatics - Papers (Archive)","raw_type":"presentation"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.102.3607","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.102.3607","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.math.unipd.it/~sperduti/PAPERI/hagenbuchner.pdf","raw_type":"text"},{"id":"pmh:oai:figshare.com:article/27706854","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/A_supervised_self-organizing_map_for_structures/27706854","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/27706854","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/A_supervised_self-organizing_map_for_structures/27706854","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W205223620","https://openalex.org/W1533123643","https://openalex.org/W1597757028","https://openalex.org/W2010150441","https://openalex.org/W2100655604","https://openalex.org/W2126598917","https://openalex.org/W2128988230","https://openalex.org/W4213332169","https://openalex.org/W7029790887"],"related_works":["https://openalex.org/W2034551444","https://openalex.org/W2023416609","https://openalex.org/W1844640764","https://openalex.org/W2051216975","https://openalex.org/W2982550593","https://openalex.org/W2090505479","https://openalex.org/W2144077772","https://openalex.org/W2978573861","https://openalex.org/W2155774786","https://openalex.org/W2973034525"],"abstract_inverted_index":{"This":[0,18,42],"work":[1,19],"proposes":[2],"an":[3],"improvement":[4],"of":[5,60,66,86,90,95,113],"a":[6,29,82,103],"supervised":[7,135],"learning":[8,64,108],"technique":[9],"for":[10,76],"self":[11],"organizing":[12],"maps.":[13],"The":[14,93],"ideas":[15,72,98],"presented":[16],"in":[17,26],"differ":[20],"from":[21,110],"Kohonen's":[22],"approach":[23,43],"to":[24,62,137],"supervision":[25],"that":[27,119],"a.)":[28],"rejection":[30,36],"term":[31],"is":[32,81,117],"used,":[33],"and":[34,55,131],"b.)":[35],"affects":[37],"the":[38,58,63,71,96,111,120],"training":[39],"only":[40],"locally.":[41],"produces":[44,123],"superior":[45],"results":[46],"because":[47],"it":[48],"does":[49],"not":[50],"affect":[51],"network":[52],"weights":[53],"globally,":[54],"hence,":[56],"prevents":[57],"addition":[59],"noise":[61],"process":[65],"remote":[67],"neurons.":[68],"We":[69],"implemented":[70],"into":[73],"self-organizing":[74,87],"maps":[75,88],"structured":[77],"data":[78],"(SOM-SD)":[79],"which":[80],"more":[83,129],"general":[84],"form":[85],"capable":[89],"processing":[91],"graphs.":[92],"capabilities":[94],"proposed":[97,121],"are":[99],"demonstrated":[100],"by":[101],"utilizing":[102],"relatively":[104],"large":[105],"real":[106],"world":[107],"problem":[109],"area":[112],"image":[114],"recognition.":[115],"It":[116],"shown":[118],"method":[122],"better":[124],"classification":[125],"performances":[126],"while":[127],"being":[128],"robust":[130],"flexible":[132],"than":[133],"other":[134],"approaches":[136],"SOM.":[138]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
