{"id":"https://openalex.org/W2094606203","doi":"https://doi.org/10.1142/s0218001406005149","title":"CLUSTERING ALGORITHM RESEARCH BASED ON SELF-ORGANIZING FEATURE MAPS NETWORKS","display_name":"CLUSTERING ALGORITHM RESEARCH BASED ON SELF-ORGANIZING FEATURE MAPS NETWORKS","publication_year":2006,"publication_date":"2006-11-01","ids":{"openalex":"https://openalex.org/W2094606203","doi":"https://doi.org/10.1142/s0218001406005149","mag":"2094606203"},"language":"en","primary_location":{"id":"doi:10.1142/s0218001406005149","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001406005149","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"},"type":"article","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/A5024416196","display_name":"Junhao Wen","orcid":"https://orcid.org/0000-0002-6561-560X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"JUNHAO WEN","raw_affiliation_strings":["College of Software Engineering, Chongqing University, Chongqing 400030, P. R. China","College of Software Engineering, Chongqing University, Chongqing, 400030, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Software Engineering, Chongqing University, Chongqing 400030, P. R. China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Software Engineering, Chongqing University, Chongqing, 400030, P. R. China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076695031","display_name":"Hongyan Wu","orcid":"https://orcid.org/0000-0002-6887-2548"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"HONGYAN WU","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing 400030, P. R. China","College of Computer Science, Chongqing University, Chongqing, 400030, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing 400030, P. R. China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, 400030, P. R. China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100957810","display_name":"Zhongfu Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"ZHONGFU WU","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing 400030, P. R. China","College of Computer Science, Chongqing University, Chongqing, 400030, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing 400030, P. R. China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, 400030, P. R. China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100870129","display_name":"Yuanyan Tang","orcid":"https://orcid.org/0000-0002-6887-130X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"YUANYAN TANG","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing 400030, P. R. China","College of Computer Science, Chongqing University, Chongqing, 400030, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing 400030, P. R. China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, 400030, P. R. China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054897331","display_name":"Guanghui He","orcid":"https://orcid.org/0000-0002-0486-6421"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"GUANGHUI HE","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing 400030, P. R. China","College of Computer Science, Chongqing University, Chongqing, 400030, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing 400030, P. R. China","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, 400030, P. R. China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":0.4622,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74422411,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"20","issue":"07","first_page":"985","last_page":"1000"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9988999962806702,"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":0.9988999962806702,"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":0.992900013923645,"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"}},{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9757000207901001,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7489565014839172},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6323535442352295},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5770101547241211},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5623781085014343},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5610137581825256},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5460209846496582},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.5062238574028015},{"id":"https://openalex.org/keywords/single-linkage-clustering","display_name":"Single-linkage clustering","score":0.4814312160015106},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4771382510662079},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.46254488825798035},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.45368728041648865},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.44290003180503845},{"id":"https://openalex.org/keywords/self-organizing-map","display_name":"Self-organizing map","score":0.4259307384490967},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39179539680480957},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.3754664957523346},{"id":"https://openalex.org/keywords/canopy-clustering-algorithm","display_name":"Canopy clustering algorithm","score":0.3702163100242615},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.10685959458351135}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7489565014839172},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6323535442352295},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5770101547241211},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5623781085014343},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5610137581825256},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5460209846496582},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.5062238574028015},{"id":"https://openalex.org/C22648726","wikidata":"https://www.wikidata.org/wiki/Q7523744","display_name":"Single-linkage clustering","level":5,"score":0.4814312160015106},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4771382510662079},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.46254488825798035},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.45368728041648865},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.44290003180503845},{"id":"https://openalex.org/C111168008","wikidata":"https://www.wikidata.org/wiki/Q1136838","display_name":"Self-organizing map","level":3,"score":0.4259307384490967},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39179539680480957},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.3754664957523346},{"id":"https://openalex.org/C104047586","wikidata":"https://www.wikidata.org/wiki/Q5033439","display_name":"Canopy clustering algorithm","level":4,"score":0.3702163100242615},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.10685959458351135},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218001406005149","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001406005149","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320955","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131"},{"id":"https://openalex.org/F4320321135","display_name":"Chongqing University","ror":"https://ror.org/023rhb549"},{"id":"https://openalex.org/F4320321550","display_name":"Chongqing Science and Technology Commission","ror":"https://ror.org/05w9erc61"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W208128215","https://openalex.org/W1575476631","https://openalex.org/W1660133578","https://openalex.org/W1673310716","https://openalex.org/W1977496278","https://openalex.org/W1990517717","https://openalex.org/W2000669651","https://openalex.org/W2015792171","https://openalex.org/W2095897464","https://openalex.org/W2131687179","https://openalex.org/W2138745909","https://openalex.org/W2139450862","https://openalex.org/W2140190241","https://openalex.org/W2141585940","https://openalex.org/W2152729153","https://openalex.org/W2160642098","https://openalex.org/W2166933393","https://openalex.org/W2374954016","https://openalex.org/W2922417532","https://openalex.org/W4213332169"],"related_works":["https://openalex.org/W2160785859","https://openalex.org/W2559422900","https://openalex.org/W4241767317","https://openalex.org/W2103650652","https://openalex.org/W2188840951","https://openalex.org/W2101637161","https://openalex.org/W2171610853","https://openalex.org/W2360225591","https://openalex.org/W2342518500","https://openalex.org/W3120229345"],"abstract_inverted_index":{"Self-organizing":[0],"feature":[1,32],"maps":[2,33],"(SOFM)":[3],"can":[4],"learn":[5],"both":[6],"the":[7,12,36,67,74,77,102],"distribution":[8],"and":[9,53,72,90],"topology":[10],"of":[11,30,76,94,101],"input":[13,37],"vectors":[14],"they":[15],"are":[16],"trained":[17],"on.":[18],"According":[19],"to":[20,34],"this":[21,44],"characteristic,":[22],"we":[23],"construct":[24],"neural":[25],"networks":[26],"with":[27,69,88],"a":[28,47],"family":[29],"self-organizing":[31],"cluster":[35],"data":[38,92],"space.":[39],"The":[40,63],"proposed":[41,103],"algorithm":[42,65],"in":[43],"paper":[45,84],"defines":[46],"novel":[48],"similarity":[49],"measure,":[50],"topological":[51],"similarity,":[52],"employs":[54],"some":[55],"new":[56],"concepts,":[57],"such":[58],"as":[59],"SOFM":[60],"family,":[61],"UsageFactor.":[62],"clustering":[64,79],"handles":[66],"clusters":[68],"arbitrary":[70],"shapes":[71],"avoid":[73],"limitations":[75],"conventional":[78],"algorithms.":[80],"We":[81],"conclude":[82],"our":[83],"by":[85],"several":[86],"experiments":[87],"synthetic":[89],"standard":[91],"set":[93],"different":[95],"characteristics,":[96],"which":[97],"show":[98],"good":[99],"performance":[100],"algorithm.":[104]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
