{"id":"https://openalex.org/W4283389735","doi":"https://doi.org/10.1007/s40747-022-00798-3","title":"A novel density deviation multi-peaks automatic clustering algorithm","display_name":"A novel density deviation multi-peaks automatic clustering algorithm","publication_year":2022,"publication_date":"2022-06-24","ids":{"openalex":"https://openalex.org/W4283389735","doi":"https://doi.org/10.1007/s40747-022-00798-3"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-022-00798-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-022-00798-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-022-00798-3.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","license_id":"https://openalex.org/licenses/cc-by","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/s40747-022-00798-3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091116820","display_name":"Wei Zhou","orcid":"https://orcid.org/0000-0002-4168-0554"},"institutions":[{"id":"https://openalex.org/I106645853","display_name":"Changchun University of Science and Technology","ror":"https://ror.org/007mntk44","country_code":"CN","type":"education","lineage":["https://openalex.org/I106645853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhou","raw_affiliation_strings":["School of Computer Science and Technology, Changchun University of Science and Technology, Changchun, 130022, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Changchun University of Science and Technology, Changchun, 130022, China","institution_ids":["https://openalex.org/I106645853"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100436496","display_name":"Limin Wang","orcid":"https://orcid.org/0000-0002-0576-3950"},"institutions":[{"id":"https://openalex.org/I106645853","display_name":"Changchun University of Science and Technology","ror":"https://ror.org/007mntk44","country_code":"CN","type":"education","lineage":["https://openalex.org/I106645853"]},{"id":"https://openalex.org/I201459984","display_name":"Guangdong University Of Finances and Economics","ror":"https://ror.org/0459pv085","country_code":"CN","type":"education","lineage":["https://openalex.org/I201459984"]},{"id":"https://openalex.org/I4210149618","display_name":"Guangdong University of Finance","ror":"https://ror.org/04grzdh47","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210149618"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Limin Wang","raw_affiliation_strings":["School of Computer Science and Technology, Changchun University of Science and Technology, Changchun, 130022, China","School of Information, Guangdong University of Finance & Economics, Guangzhou, 510320, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Changchun University of Science and Technology, Changchun, 130022, China","institution_ids":["https://openalex.org/I106645853"]},{"raw_affiliation_string":"School of Information, Guangdong University of Finance & Economics, Guangzhou, 510320, China","institution_ids":["https://openalex.org/I201459984","https://openalex.org/I4210149618"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026964588","display_name":"Xuming Han","orcid":"https://orcid.org/0000-0002-6213-5600"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xuming Han","raw_affiliation_strings":["College of Information Science and Technology, Jinan University, Guangzhou, 510632, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Jinan University, Guangzhou, 510632, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037444970","display_name":"Milan Parmar","orcid":"https://orcid.org/0000-0002-7596-407X"},"institutions":[{"id":"https://openalex.org/I179324530","display_name":"Jilin University of Finance and Economics","ror":"https://ror.org/04az9eh24","country_code":"CN","type":"education","lineage":["https://openalex.org/I179324530"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Milan Parmar","raw_affiliation_strings":["School of Management Science and Information Engineering, Jilin University of Finance and Economics, Changchun, 130117, China"],"affiliations":[{"raw_affiliation_string":"School of Management Science and Information Engineering, Jilin University of Finance and Economics, Changchun, 130117, China","institution_ids":["https://openalex.org/I179324530"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100443408","display_name":"Mingyang Li","orcid":"https://orcid.org/0000-0002-0401-4923"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingyang Li","raw_affiliation_strings":["School of Management, Jilin University, Changchun, 130012, China"],"affiliations":[{"raw_affiliation_string":"School of Management, Jilin University, Changchun, 130012, China","institution_ids":["https://openalex.org/I194450716"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5026964588"],"corresponding_institution_ids":["https://openalex.org/I159948400"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":1.6654,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.86256806,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"9","issue":"1","first_page":"177","last_page":"211"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9987000226974487,"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":0.9987000226974487,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9864000082015991,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9854999780654907,"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/cluster-analysis","display_name":"Cluster analysis","score":0.8028934001922607},{"id":"https://openalex.org/keywords/merge","display_name":"Merge (version control)","score":0.5336201190948486},{"id":"https://openalex.org/keywords/density-estimation","display_name":"Density estimation","score":0.5273785591125488},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5171474814414978},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.48972561955451965},{"id":"https://openalex.org/keywords/standard-deviation","display_name":"Standard deviation","score":0.48490625619888306},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.4583631455898285},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.44043776392936707},{"id":"https://openalex.org/keywords/absolute-deviation","display_name":"Absolute deviation","score":0.43001434206962585},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3845110237598419},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36653703451156616},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.35089975595474243},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.20546257495880127}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8028934001922607},{"id":"https://openalex.org/C197129107","wikidata":"https://www.wikidata.org/wiki/Q1921621","display_name":"Merge (version control)","level":2,"score":0.5336201190948486},{"id":"https://openalex.org/C189508267","wikidata":"https://www.wikidata.org/wiki/Q17088227","display_name":"Density estimation","level":3,"score":0.5273785591125488},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5171474814414978},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.48972561955451965},{"id":"https://openalex.org/C22679943","wikidata":"https://www.wikidata.org/wiki/Q159375","display_name":"Standard deviation","level":2,"score":0.48490625619888306},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.4583631455898285},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.44043776392936707},{"id":"https://openalex.org/C120934525","wikidata":"https://www.wikidata.org/wiki/Q849149","display_name":"Absolute deviation","level":2,"score":0.43001434206962585},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3845110237598419},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36653703451156616},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35089975595474243},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.20546257495880127},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.0},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-022-00798-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-022-00798-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-022-00798-3.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","license_id":"https://openalex.org/licenses/cc-by","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:4410a33f407b42d6a6a1dcb5b6593741","is_oa":true,"landing_page_url":"https://doaj.org/article/4410a33f407b42d6a6a1dcb5b6593741","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 9, Iss 1, Pp 177-211 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-022-00798-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-022-00798-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-022-00798-3.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","license_id":"https://openalex.org/licenses/cc-by","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/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G136823927","display_name":null,"funder_award_id":"20116","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4173424651","display_name":null,"funder_award_id":"61472049","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4507145512","display_name":"PostDoctoral Research Fellowship","funder_award_id":"2002011","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4785922630","display_name":null,"funder_award_id":"2020020","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5249178904","display_name":null,"funder_award_id":"Grant No. 6","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5486152420","display_name":null,"funder_award_id":"202002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6466967754","display_name":null,"funder_award_id":"20200201","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8030385466","display_name":null,"funder_award_id":"61572225","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8245134708","display_name":null,"funder_award_id":"201903","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322174","display_name":"People's Government of Jilin Province","ror":"https://ror.org/02fzqav45"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283389735.pdf","grobid_xml":"https://content.openalex.org/works/W4283389735.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1977556410","https://openalex.org/W2040263621","https://openalex.org/W2109574129","https://openalex.org/W2150734399","https://openalex.org/W2165232124","https://openalex.org/W2165835468","https://openalex.org/W2268194897","https://openalex.org/W2285252321","https://openalex.org/W2341394227","https://openalex.org/W2349932203","https://openalex.org/W2509842444","https://openalex.org/W2549636757","https://openalex.org/W2594822359","https://openalex.org/W2625540161","https://openalex.org/W2734337707","https://openalex.org/W2735328866","https://openalex.org/W2737994327","https://openalex.org/W2739661180","https://openalex.org/W2804388974","https://openalex.org/W2883367638","https://openalex.org/W2900089459","https://openalex.org/W2902647699","https://openalex.org/W2942281630","https://openalex.org/W2955986943","https://openalex.org/W2990619288","https://openalex.org/W3004688128","https://openalex.org/W3012210245","https://openalex.org/W3083193755","https://openalex.org/W3104119337","https://openalex.org/W3159303776","https://openalex.org/W3165254886","https://openalex.org/W3172002757","https://openalex.org/W4206916698"],"related_works":["https://openalex.org/W2605431634","https://openalex.org/W3023328472","https://openalex.org/W1498866990","https://openalex.org/W2042620267","https://openalex.org/W2049640562","https://openalex.org/W1969138745","https://openalex.org/W4389443363","https://openalex.org/W59540747","https://openalex.org/W2040975718","https://openalex.org/W3165232757"],"abstract_inverted_index":{"Abstract":[0],"The":[1,165],"density":[2,29,46,91,95,107,130],"peaks":[3],"clustering":[4,13,50,138],"(DPC)":[5],"algorithm":[6,18],"is":[7],"a":[8,25,44,59],"classical":[9],"and":[10,31,62,73,98,159,180,184],"widely":[11],"used":[12],"method.":[14],"However,":[15],"the":[16,39,64,68,74,90,100,111,125,129,135,141,146,149,153,156,160,171],"DPC":[17],"requires":[19],"manual":[20],"selection":[21],"of":[22,28,128,148],"cluster":[23],"centers,":[24],"single":[26],"way":[27],"calculation,":[30],"cannot":[32],"effectively":[33,179],"handle":[34,175],"low-density":[35,118,142,176],"points.":[36,143],"To":[37,144],"address":[38],"above":[40],"issues,":[41],"we":[42,57,88,120,151],"propose":[43,58],"novel":[45],"deviation":[47,65,92],"multi-peaks":[48],"automatic":[49,137],"method":[51,173],"(AmDPC)":[52],"in":[53,105],"this":[54],"paper.":[55],"Firstly,":[56],"new":[60],"local-density":[61],"use":[63],"to":[66,124],"measure":[67],"relationship":[69],"between":[70],"data":[71],"points":[72,101,113,177],"cut-off":[75],"distance":[76],"(":[77],"$$d_c$$":[78],"<mml:math":[79],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\">":[80],"<mml:msub>":[81],"<mml:mi>d</mml:mi>":[82],"<mml:mi>c</mml:mi>":[83],"</mml:msub>":[84],"</mml:math>":[85],").":[86],"Secondly,":[87],"divide":[89],"into":[93],"multiple":[94],"levels":[96],"equally":[97],"extract":[99],"with":[102,114],"higher":[103,115],"distances":[104,116],"each":[106],"level.":[108],"Finally,":[109],"for":[110],"multi-peak":[112],"at":[117],"levels,":[119],"merge":[121],"them":[122],"according":[123],"size":[126],"difference":[127],"deviation.":[131],"We":[132],"finally":[133],"achieve":[134],"overall":[136],"by":[139],"processing":[140],"verify":[145],"performance":[147],"method,":[150],"test":[152],"synthetic":[154],"dataset,":[155,158,163],"real-world":[157],"Olivetti":[161],"Face":[162],"respectively.":[164],"simulation":[166],"experimental":[167],"results":[168],"indicate":[169],"that":[170],"AmDPC":[172],"can":[174],"more":[178],"has":[181],"certain":[182],"effectiveness":[183],"robustness.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
