{"id":"https://openalex.org/W2160476816","doi":"https://doi.org/10.1109/ijcnn.2005.1556114","title":"Modular network SOM (mnSOM): from vector space to function space","display_name":"Modular network SOM (mnSOM): from vector space to function space","publication_year":2006,"publication_date":"2006-01-05","ids":{"openalex":"https://openalex.org/W2160476816","doi":"https://doi.org/10.1109/ijcnn.2005.1556114","mag":"2160476816"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2005.1556114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2005.1556114","pdf_url":null,"source":{"id":"https://openalex.org/S4363609022","display_name":"Proceedings. 2005 IEEE International Joint Conference on Neural Networks, 2005.","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings. 2005 IEEE International Joint Conference on Neural Networks, 2005.","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://kyutech.repo.nii.ac.jp/records/1536","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102009200","display_name":"Tetsuo Furukawa","orcid":"https://orcid.org/0000-0002-4469-7749"},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"T. Furukawa","raw_affiliation_strings":["Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan"],"affiliations":[{"raw_affiliation_string":"Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan","institution_ids":["https://openalex.org/I207014233"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040367383","display_name":"Katsushi Tokunaga","orcid":"https://orcid.org/0000-0001-5501-0503"},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"K. Tokunaga","raw_affiliation_strings":["Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan"],"affiliations":[{"raw_affiliation_string":"Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan","institution_ids":["https://openalex.org/I207014233"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052799666","display_name":"Kazuki Morishita","orcid":null},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"K. Morishita","raw_affiliation_strings":["Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan"],"affiliations":[{"raw_affiliation_string":"Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan","institution_ids":["https://openalex.org/I207014233"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023020166","display_name":"Shin Yasui","orcid":"https://orcid.org/0000-0002-3778-0712"},"institutions":[{"id":"https://openalex.org/I207014233","display_name":"Kyushu Institute of Technology","ror":"https://ror.org/02278tr80","country_code":"JP","type":"education","lineage":["https://openalex.org/I207014233"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"S. Yasui","raw_affiliation_strings":["Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan"],"affiliations":[{"raw_affiliation_string":"Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan","institution_ids":["https://openalex.org/I207014233"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102009200"],"corresponding_institution_ids":["https://openalex.org/I207014233"],"apc_list":null,"apc_paid":null,"fwci":8.6627,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.98501742,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"3","issue":null,"first_page":"1581","last_page":"1586"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9998999834060669,"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":0.9998999834060669,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9685999751091003,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"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":0.8727763295173645},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.682248592376709},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.6557328701019287},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.61921226978302},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.5172256231307983},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49163657426834106},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.4709388017654419},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4650574326515198},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.44952359795570374},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.44802388548851013},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42863720655441284},{"id":"https://openalex.org/keywords/modular-neural-network","display_name":"Modular neural network","score":0.4282534718513489},{"id":"https://openalex.org/keywords/vector-space","display_name":"Vector space","score":0.41933491826057434},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.3303815424442291},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19947880506515503},{"id":"https://openalex.org/keywords/time-delay-neural-network","display_name":"Time delay neural network","score":0.1315809190273285}],"concepts":[{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.8727763295173645},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.682248592376709},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.6557328701019287},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.61921226978302},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.5172256231307983},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49163657426834106},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.4709388017654419},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4650574326515198},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.44952359795570374},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.44802388548851013},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42863720655441284},{"id":"https://openalex.org/C2781121602","wikidata":"https://www.wikidata.org/wiki/Q3504403","display_name":"Modular neural network","level":4,"score":0.4282534718513489},{"id":"https://openalex.org/C13336665","wikidata":"https://www.wikidata.org/wiki/Q125977","display_name":"Vector space","level":2,"score":0.41933491826057434},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.3303815424442291},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19947880506515503},{"id":"https://openalex.org/C175202392","wikidata":"https://www.wikidata.org/wiki/Q2434543","display_name":"Time delay neural network","level":3,"score":0.1315809190273285},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ijcnn.2005.1556114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2005.1556114","pdf_url":null,"source":{"id":"https://openalex.org/S4363609022","display_name":"Proceedings. 2005 IEEE International Joint Conference on Neural Networks, 2005.","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings. 2005 IEEE International Joint Conference on Neural Networks, 2005.","raw_type":"proceedings-article"},{"id":"pmh:oai:irdb.nii.ac.jp:01216:0000925348","is_oa":true,"landing_page_url":"https://kyutech.repo.nii.ac.jp/records/1536","pdf_url":null,"source":{"id":"https://openalex.org/S7407056385","display_name":"Institutional Repositories DataBase (IRDB)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184597095","host_organization_name":"National Institute of Informatics","host_organization_lineage":["https://openalex.org/I184597095"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of International Joint Conference on Neural Networks","raw_type":"conference paper"},{"id":"pmh:oai:kyutech.repo.nii.ac.jp:00001536","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"VoR"}],"best_oa_location":{"id":"pmh:oai:irdb.nii.ac.jp:01216:0000925348","is_oa":true,"landing_page_url":"https://kyutech.repo.nii.ac.jp/records/1536","pdf_url":null,"source":{"id":"https://openalex.org/S7407056385","display_name":"Institutional Repositories DataBase (IRDB)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184597095","host_organization_name":"National Institute of Informatics","host_organization_lineage":["https://openalex.org/I184597095"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of International Joint Conference on Neural Networks","raw_type":"conference paper"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1679913846","https://openalex.org/W2112783345","https://openalex.org/W2132039819","https://openalex.org/W2160476816","https://openalex.org/W2169884689","https://openalex.org/W2337524313","https://openalex.org/W2741169724","https://openalex.org/W4245176872","https://openalex.org/W4285719527","https://openalex.org/W6741867672"],"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/W2013265235","https://openalex.org/W2045939648","https://openalex.org/W2160476816","https://openalex.org/W1487943617"],"abstract_inverted_index":{"Kohonen's":[0,171],"self-organizing":[1],"map":[2,18,138],"(SOM),":[3],"which":[4,69],"performs":[5],"topology-preserving":[6],"transformation":[7],"from":[8],"a":[9,16,21,59,79,117,136,176],"high":[10],"dimensional":[11],"data":[12,25,76],"vector":[13,103,160],"space":[14,156],"to":[15,57,72],"low-dimensional":[17],"space,":[19],"provides":[20],"powerful":[22],"tool":[23],"for":[24,50],"analysis,":[26],"classification":[27],"and":[28,129],"visualization":[29],"in":[30,78,123,154,159],"many":[31,45],"application":[32,200],"fields.":[33],"Despite":[34],"its":[35],"power,":[36],"SOM":[37,63,67,108,153,169],"can":[38,172],"only":[39],"deal":[40,73],"with":[41,74,148,192,198],"vectorized":[42],"data,":[43],"although":[44],"expansions":[46],"have":[47],"been":[48],"proposed":[49],"various":[51],"data-type":[52],"cases.":[53],"This":[54],"study":[55],"aims":[56],"develop":[58],"novel":[60],"generalization":[61],"of":[62,88,101,105,113,119,125,165,170,179,184],"called":[64],"modular":[65],"network":[66],"(mnSOM),":[68],"enables":[70],"users":[71],"general":[75],"classes":[77],"consistent":[80],"manner.":[81],"mnSOM":[82,115,134,147,191],"has":[83],"an":[84,152],"array":[85],"structure":[86],"consisting":[87,183],"function":[89,155],"modules":[90,150,182,194],"that":[91,139],"are":[92],"trainable":[93],"neural":[94],"networks,":[95],"e.g.":[96],"multi-layer":[97],"perceptrons":[98],"(MLPs),":[99],"instead":[100],"the":[102,106,111,126,131,143,167,181],"units":[104],"conventional":[107,168],"family.":[109],"In":[110,188],"case":[112,178],"MLP-modules,":[114],"learns":[116],"group":[118],"systems":[120],"or":[121],"functions":[122],"terms":[124],"input-output":[127],"relationships,":[128],"at":[130],"same":[132],"time,":[133],"generates":[135],"feature":[137],"shows":[140],"distances":[141],"between":[142],"learned":[144],"systems.":[145],"Thus,":[146],"MLP":[149,193],"is":[151,195],"rather":[157],"than":[158],"space.":[161],"From":[162],"this":[163,189],"point":[164],"view,":[166],"be":[173],"regarded":[174],"as":[175],"special":[177],"mnSOM,":[180],"fixed-value":[185],"bias":[186],"units.":[187],"paper,":[190],"described":[196],"along":[197],"some":[199],"examples.":[201]},"counts_by_year":[{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}