{"id":"https://openalex.org/W2775192194","doi":"https://doi.org/10.3390/rs9121301","title":"Research on the Parallelization of the DBSCAN Clustering Algorithm for Spatial Data Mining Based on the Spark Platform","display_name":"Research on the Parallelization of the DBSCAN Clustering Algorithm for Spatial Data Mining Based on the Spark Platform","publication_year":2017,"publication_date":"2017-12-12","ids":{"openalex":"https://openalex.org/W2775192194","doi":"https://doi.org/10.3390/rs9121301","mag":"2775192194"},"language":"en","primary_location":{"id":"doi:10.3390/rs9121301","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs9121301","pdf_url":"https://www.mdpi.com/2072-4292/9/12/1301/pdf?version=1513095193","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/9/12/1301/pdf?version=1513095193","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050887529","display_name":"Fang Huang","orcid":"https://orcid.org/0000-0002-5051-3061"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fang Huang","raw_affiliation_strings":["Institute of Remote Sensing Big Data, Big Data Research Center, University of Electronic Science and Technology of China, 2006 Xiyuan Road, West Hi-Tech Zone, Chengdu 611731, China","School of Resources & Environment, University of Electronic Science and Technology of China, 2006 Xiyuan Ave., West Hi-Tech Zone, Chengdu 611731, China"],"affiliations":[{"raw_affiliation_string":"Institute of Remote Sensing Big Data, Big Data Research Center, University of Electronic Science and Technology of China, 2006 Xiyuan Road, West Hi-Tech Zone, Chengdu 611731, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"School of Resources & Environment, University of Electronic Science and Technology of China, 2006 Xiyuan Ave., West Hi-Tech Zone, Chengdu 611731, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103273498","display_name":"Qiang Zhu","orcid":"https://orcid.org/0009-0002-8034-3275"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Zhu","raw_affiliation_strings":["School of Resources & Environment, University of Electronic Science and Technology of China, 2006 Xiyuan Ave., West Hi-Tech Zone, Chengdu 611731, China"],"affiliations":[{"raw_affiliation_string":"School of Resources & Environment, University of Electronic Science and Technology of China, 2006 Xiyuan Ave., West Hi-Tech Zone, Chengdu 611731, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076740062","display_name":"Ji Zhou","orcid":"https://orcid.org/0000-0001-9926-7693"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ji Zhou","raw_affiliation_strings":["School of Resources & Environment, University of Electronic Science and Technology of China, 2006 Xiyuan Ave., West Hi-Tech Zone, Chengdu 611731, China"],"affiliations":[{"raw_affiliation_string":"School of Resources & Environment, University of Electronic Science and Technology of China, 2006 Xiyuan Ave., West Hi-Tech Zone, Chengdu 611731, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100763092","display_name":"Jian Tao","orcid":"https://orcid.org/0000-0003-4228-6089"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jian Tao","raw_affiliation_strings":["Texas A&M Engineering Experiment Station and High Performance Research Computing, Texas A&M University, College Station, TX 77843, USA"],"affiliations":[{"raw_affiliation_string":"Texas A&M Engineering Experiment Station and High Performance Research Computing, Texas A&M University, College Station, TX 77843, USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088988203","display_name":"Xiaocheng Zhou","orcid":"https://orcid.org/0000-0003-4553-2978"},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaocheng Zhou","raw_affiliation_strings":["Key Laboratory of Spatial Data Mining & Information Sharing of Ministry of Education, Fuzhou University, No. 2 Xueyuan Road, Fuzhou University New District, Fuzhou 350116, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Spatial Data Mining & Information Sharing of Ministry of Education, Fuzhou University, No. 2 Xueyuan Road, Fuzhou University New District, Fuzhou 350116, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090701155","display_name":"Du Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Du Jin","raw_affiliation_strings":["School of Resources & Environment, University of Electronic Science and Technology of China, 2006 Xiyuan Ave., West Hi-Tech Zone, Chengdu 611731, China"],"affiliations":[{"raw_affiliation_string":"School of Resources & Environment, University of Electronic Science and Technology of China, 2006 Xiyuan Ave., West Hi-Tech Zone, Chengdu 611731, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046359682","display_name":"Xicheng Tan","orcid":"https://orcid.org/0000-0002-8431-1441"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xicheng Tan","raw_affiliation_strings":["International School of Software, Wuhan University, 129 Luoyu Road, Wuhan 430079, China"],"affiliations":[{"raw_affiliation_string":"International School of Software, Wuhan University, 129 Luoyu Road, Wuhan 430079, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009116003","display_name":"Lizhe Wang","orcid":"https://orcid.org/0000-0003-2766-0845"},"institutions":[{"id":"https://openalex.org/I4210128053","display_name":"Institute of Remote Sensing and Digital Earth","ror":"https://ror.org/02cjszf03","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210128053"]},{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lizhe Wang","raw_affiliation_strings":["Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 10094, China","School of Computer Science, China University of Geosciences, Wuhan 430074, China"],"affiliations":[{"raw_affiliation_string":"Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 10094, China","institution_ids":["https://openalex.org/I4210128053","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Computer Science, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5009116003","https://openalex.org/A5050887529"],"corresponding_institution_ids":["https://openalex.org/I150229711","https://openalex.org/I19820366","https://openalex.org/I3124059619","https://openalex.org/I4210128053"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":6.231,"has_fulltext":false,"cited_by_count":51,"citation_normalized_percentile":{"value":0.97095088,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"9","issue":"12","first_page":"1301","last_page":"1301"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9984999895095825,"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":0.9984999895095825,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11106","display_name":"Data Management and Algorithms","score":0.9954000115394592,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/dbscan","display_name":"DBSCAN","score":0.9510517120361328},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.811199426651001},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.6767892837524414},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.6689051389694214},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6612605452537537},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.567616879940033},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.547142744064331},{"id":"https://openalex.org/keywords/realization","display_name":"Realization (probability)","score":0.5157747268676758},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.5015909671783447},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.47643738985061646},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4282616674900055},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.38848572969436646},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.33788764476776123},{"id":"https://openalex.org/keywords/canopy-clustering-algorithm","display_name":"Canopy clustering algorithm","score":0.23115697503089905},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1592589020729065},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.15407994389533997},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.12960311770439148},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09763738512992859},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.08828777074813843},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.07689586281776428}],"concepts":[{"id":"https://openalex.org/C46576248","wikidata":"https://www.wikidata.org/wiki/Q1114630","display_name":"DBSCAN","level":5,"score":0.9510517120361328},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.811199426651001},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.6767892837524414},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.6689051389694214},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6612605452537537},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.567616879940033},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.547142744064331},{"id":"https://openalex.org/C2781089630","wikidata":"https://www.wikidata.org/wiki/Q21856745","display_name":"Realization (probability)","level":2,"score":0.5157747268676758},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5015909671783447},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.47643738985061646},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4282616674900055},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.38848572969436646},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.33788764476776123},{"id":"https://openalex.org/C104047586","wikidata":"https://www.wikidata.org/wiki/Q5033439","display_name":"Canopy clustering algorithm","level":4,"score":0.23115697503089905},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1592589020729065},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.15407994389533997},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.12960311770439148},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09763738512992859},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.08828777074813843},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.07689586281776428},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs9121301","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs9121301","pdf_url":"https://www.mdpi.com/2072-4292/9/12/1301/pdf?version=1513095193","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f78e5b39552d4c8aacd1228e36a57e3c","is_oa":true,"landing_page_url":"https://doaj.org/article/f78e5b39552d4c8aacd1228e36a57e3c","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 9, Iss 12, p 1301 (2017)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/9/12/1301/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs9121301","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Remote Sensing; Volume 9; Issue 12; Pages: 1301","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs9121301","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs9121301","pdf_url":"https://www.mdpi.com/2072-4292/9/12/1301/pdf?version=1513095193","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.46000000834465027,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2775192194.pdf","grobid_xml":"https://content.openalex.org/works/W2775192194.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W656763","https://openalex.org/W953373180","https://openalex.org/W1511484508","https://openalex.org/W1547566968","https://openalex.org/W1907222889","https://openalex.org/W1956951577","https://openalex.org/W1962615573","https://openalex.org/W1963799456","https://openalex.org/W1966192292","https://openalex.org/W1992181154","https://openalex.org/W2002368650","https://openalex.org/W2002546995","https://openalex.org/W2008286666","https://openalex.org/W2014869513","https://openalex.org/W2028001415","https://openalex.org/W2028562168","https://openalex.org/W2044221681","https://openalex.org/W2044229583","https://openalex.org/W2061051181","https://openalex.org/W2064349969","https://openalex.org/W2065306205","https://openalex.org/W2069903846","https://openalex.org/W2073834924","https://openalex.org/W2076377833","https://openalex.org/W2080512081","https://openalex.org/W2084830040","https://openalex.org/W2088934114","https://openalex.org/W2091351040","https://openalex.org/W2096179302","https://openalex.org/W2097625040","https://openalex.org/W2098755201","https://openalex.org/W2100155384","https://openalex.org/W2104088944","https://openalex.org/W2108157916","https://openalex.org/W2109275473","https://openalex.org/W2154536059","https://openalex.org/W2160642098","https://openalex.org/W2169889617","https://openalex.org/W2170392470","https://openalex.org/W2173213060","https://openalex.org/W2243134569","https://openalex.org/W2375907522","https://openalex.org/W2390746828","https://openalex.org/W2399882465","https://openalex.org/W2487780236","https://openalex.org/W2501537495","https://openalex.org/W2521798010","https://openalex.org/W2562836854","https://openalex.org/W2578774970","https://openalex.org/W2596831441","https://openalex.org/W2912093648","https://openalex.org/W4247105055","https://openalex.org/W6690663885","https://openalex.org/W6727269758","https://openalex.org/W6990167395"],"related_works":["https://openalex.org/W2058965144","https://openalex.org/W2164382479","https://openalex.org/W2146343568","https://openalex.org/W98480971","https://openalex.org/W2150291671","https://openalex.org/W2013643406","https://openalex.org/W2027972911","https://openalex.org/W2157978810","https://openalex.org/W2597809628","https://openalex.org/W2111089054"],"abstract_inverted_index":{"Density-based":[0],"spatial":[1,33,44,126],"clustering":[2,11],"of":[3,17,23,43,55,77,81,90,103],"applications":[4],"with":[5,92],"noise":[6,28],"(DBSCAN)":[7],"is":[8,115],"a":[9,78],"density-based":[10],"algorithm":[12,58,113],"that":[13,69,109],"has":[14,36],"the":[15,41,50,56,61,66,75,84,87,93,96,101,110],"characteristics":[16],"being":[18],"able":[19,116],"to":[20,117],"discover":[21],"clusters":[22],"any":[24],"shape,":[25],"effectively":[26],"distinguishing":[27],"points":[29],"and":[30,53,64,100],"naturally":[31],"supporting":[32],"databases.":[34],"DBSCAN":[35,57],"been":[37],"widely":[38],"used":[39],"in":[40],"field":[42],"data":[45,127],"mining.":[46],"This":[47],"paper":[48],"studies":[49],"parallelization":[51],"design":[52,114],"realization":[54],"based":[59],"on":[60],"Spark":[62],"platform,":[63],"solves":[65],"following":[67],"problems":[68],"arise":[70],"when":[71],"computing":[72],"macro":[73],"data:":[74],"requirement":[76],"great":[79],"deal":[80],"calculation":[82],"using":[83],"single-node":[85],"algorithm;":[86,95],"low":[88],"level":[89],"resource-utilization":[91],"multi-node":[94],"large":[97],"time":[98],"consumption;":[99],"lack":[102],"instantaneity.":[104],"The":[105],"experimental":[106],"results":[107],"indicate":[108],"proposed":[111],"parallel":[112],"achieve":[118],"more":[119],"stable":[120],"speedup":[121],"at":[122],"an":[123],"increased":[124],"involved":[125],"scale.":[128]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":12},{"year":2018,"cited_by_count":6}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
