{"id":"https://openalex.org/W4405580104","doi":"https://doi.org/10.1007/s40747-024-01695-7","title":"Adaptive micro partition and hierarchical merging for accurate mixed data clustering","display_name":"Adaptive micro partition and hierarchical merging for accurate mixed data clustering","publication_year":2024,"publication_date":"2024-12-19","ids":{"openalex":"https://openalex.org/W4405580104","doi":"https://doi.org/10.1007/s40747-024-01695-7"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01695-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01695-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01695-7.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01695-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119962963","display_name":"Yunfan Zhang","orcid":"https://orcid.org/0009-0004-4101-2507"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]},{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]},{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN","HK"],"is_corresponding":true,"raw_author_name":"Yunfan Zhang","raw_affiliation_strings":["Department of Computer Science, Hong Kong Baptist University, Hong Kong, SAR, China","School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China","School of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Hong Kong Baptist University, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I141568987"]},{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101349882","display_name":"Rong Zou","orcid":null},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Rong Zou","raw_affiliation_strings":["Department of Computer Science, Hong Kong Baptist University, Hong Kong, SAR, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Hong Kong Baptist University, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I141568987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100329232","display_name":"Yiqun Zhang","orcid":"https://orcid.org/0000-0002-0328-987X"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]},{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]},{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Yiqun Zhang","raw_affiliation_strings":["Department of Computer Science, Hong Kong Baptist University, Hong Kong, SAR, China","School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China","School of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Hong Kong Baptist University, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I141568987"]},{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100333713","display_name":"Yue Zhang","orcid":"https://orcid.org/0000-0002-4043-0529"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]},{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]},{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Yue Zhang","raw_affiliation_strings":["Department of Computer Science, Hong Kong Baptist University, Hong Kong, SAR, China","School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China","School of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Hong Kong Baptist University, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I141568987"]},{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science, Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038516431","display_name":"Yiu\u2010ming Cheung","orcid":"https://orcid.org/0000-0001-7629-4648"},"institutions":[{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yiu-ming Cheung","raw_affiliation_strings":["Department of Computer Science, Hong Kong Baptist University, Hong Kong, SAR, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Hong Kong Baptist University, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I141568987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026092741","display_name":"Kangshun Li","orcid":"https://orcid.org/0000-0002-0429-446X"},"institutions":[{"id":"https://openalex.org/I101479585","display_name":"South China Agricultural University","ror":"https://ror.org/05v9jqt67","country_code":"CN","type":"education","lineage":["https://openalex.org/I101479585"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kangshun Li","raw_affiliation_strings":["College of Mathematics and Informatics, South China Agricultural University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Informatics, South China Agricultural University, Guangzhou, China","institution_ids":["https://openalex.org/I101479585"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5119962963"],"corresponding_institution_ids":["https://openalex.org/I139024713","https://openalex.org/I141568987","https://openalex.org/I4210122543"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":3.3448,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.933971,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"11","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","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/T10637","display_name":"Advanced Clustering Algorithms Research","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/T10901","display_name":"Advanced Data Compression Techniques","score":0.9962999820709229,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.995199978351593,"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/computational-intelligence","display_name":"Computational intelligence","score":0.7759315967559814},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6319796442985535},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"Hierarchical clustering","score":0.6167221665382385},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.6066650152206421},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5413153171539307},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48009899258613586},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3259602189064026},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27450960874557495}],"concepts":[{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.7759315967559814},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6319796442985535},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.6167221665382385},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.6066650152206421},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5413153171539307},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48009899258613586},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3259602189064026},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27450960874557495},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-024-01695-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01695-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01695-7.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0d8b4d539af24807b98b48e80864dff2","is_oa":true,"landing_page_url":"https://doaj.org/article/0d8b4d539af24807b98b48e80864dff2","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 11, Iss 1, Pp 1-14 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01695-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01695-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01695-7.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1819820482","display_name":null,"funder_award_id":"201321","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G365222834","display_name":null,"funder_award_id":"62102097","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3837463629","display_name":null,"funder_award_id":"12201323","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4081181417","display_name":null,"funder_award_id":"2023A1515012855","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G4413561973","display_name":null,"funder_award_id":"2023A15150","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G4871260389","display_name":null,"funder_award_id":"2023A151","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G5140599133","display_name":null,"funder_award_id":"12201321","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6515857316","display_name":null,"funder_award_id":"N_HKBU214/21","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7012638997","display_name":null,"funder_award_id":"2023A","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G956917054","display_name":null,"funder_award_id":"62476063","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320320955","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405580104.pdf","grobid_xml":"https://content.openalex.org/works/W4405580104.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W1523794535","https://openalex.org/W1605406256","https://openalex.org/W1992419399","https://openalex.org/W2019044299","https://openalex.org/W2020344074","https://openalex.org/W2033403400","https://openalex.org/W2047878524","https://openalex.org/W2076983043","https://openalex.org/W2120887445","https://openalex.org/W2132149726","https://openalex.org/W2143668817","https://openalex.org/W2143687373","https://openalex.org/W2148425841","https://openalex.org/W2149230623","https://openalex.org/W2175099382","https://openalex.org/W2185136252","https://openalex.org/W2338257905","https://openalex.org/W2473552888","https://openalex.org/W2581190813","https://openalex.org/W2600906272","https://openalex.org/W2786375215","https://openalex.org/W2793385194","https://openalex.org/W2811024573","https://openalex.org/W2811389973","https://openalex.org/W2895388200","https://openalex.org/W2912882859","https://openalex.org/W2925162041","https://openalex.org/W2997152122","https://openalex.org/W3017786722","https://openalex.org/W3043922872","https://openalex.org/W3083193755","https://openalex.org/W3107721972","https://openalex.org/W3128396846","https://openalex.org/W3204294171","https://openalex.org/W4205121325","https://openalex.org/W4285601133","https://openalex.org/W4289792606","https://openalex.org/W4295308409","https://openalex.org/W4310082948","https://openalex.org/W4310494058","https://openalex.org/W4311922055","https://openalex.org/W4383101221","https://openalex.org/W4387441893","https://openalex.org/W4387882745","https://openalex.org/W4401752853","https://openalex.org/W4401864395","https://openalex.org/W4402351410","https://openalex.org/W4403297028","https://openalex.org/W4403487768","https://openalex.org/W4404893148"],"related_works":["https://openalex.org/W4298130764","https://openalex.org/W2804364458","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2090259340","https://openalex.org/W1926736923","https://openalex.org/W2158836806","https://openalex.org/W2393816671","https://openalex.org/W2083665254","https://openalex.org/W3200375535"],"abstract_inverted_index":{"Heterogeneous":[0],"attribute":[1],"data":[2,91],"(also":[3],"called":[4,52],"mixed":[5,36],"data),":[6],"characterized":[7],"by":[8,129],"attributes":[9,83],"with":[10,163],"numerical":[11,80,152],"and":[12,56,66,81,137,141,153],"categorical":[13,82,154],"values,":[14],"occur":[15],"frequently":[16],"across":[17],"various":[18,149,167],"scenarios.":[19],"Since":[20],"the":[21,40,101,119,124,130,160],"annotation":[22],"cost":[23],"is":[24,142],"high,":[25],"clustering":[26,43,50,125,146],"has":[27],"emerged":[28],"as":[29],"a":[30,48,67,75,112],"favorable":[31],"technique":[32],"for":[33],"analyzing":[34],"unlabeled":[35],"data.":[37],"To":[38],"address":[39],"complex":[41],"real-world":[42],"task,":[44],"this":[45],"paper":[46],"proposes":[47],"new":[49],"method":[51],"Adaptive":[53],"Micro":[54],"Partition":[55],"Hierarchical":[57],"Merging":[58],"(AMPHM)":[59],"based":[60],"on":[61,79,166],"neighborhood":[62,86],"rough":[63,87],"set":[64],"theory":[65],"novel":[68],"hierarchical":[69],"merging":[70],"mechanism.":[71],"Specifically,":[72],"we":[73,98],"present":[74],"distance":[76],"metric":[77],"unified":[78],"to":[84,106],"leverage":[85],"sets":[88],"in":[89],"partitioning":[90],"objects":[92,110],"into":[93,111],"fine-grained":[94],"compact":[95],"clusters.":[96],"Then,":[97],"gradually":[99],"merge":[100],"current":[102],"most":[103],"similar":[104,113],"clusters":[105,135],"avoid":[107],"incorporating":[108],"dissimilar":[109],"cluster.":[114],"It":[115],"turns":[116],"out":[117],"that":[118],"proposed":[120,161],"approach":[121],"breaks":[122],"through":[123],"performance":[126],"bottleneck":[127],"brought":[128],"pre-set":[131],"number":[132],"of":[133,145,151],"sought":[134],"k":[136],"cluster":[138],"distribution":[139],"bias,":[140],"thus":[143],"capable":[144],"datasets":[147,168],"comprising":[148],"combinations":[150],"attributes.":[155],"Extensive":[156],"experimental":[157],"evaluations":[158],"comparing":[159],"AMPHM":[162],"state-of-the-art":[164],"counterparts":[165],"demonstrate":[169],"its":[170],"superiority.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
