{"id":"https://openalex.org/W2182551752","doi":"https://doi.org/10.1109/ic3.2015.7346700","title":"Performance enhancement of distributed K-Means clustering for big Data analytics through in-memory computation","display_name":"Performance enhancement of distributed K-Means clustering for big Data analytics through in-memory computation","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W2182551752","doi":"https://doi.org/10.1109/ic3.2015.7346700","mag":"2182551752"},"language":"en","primary_location":{"id":"doi:10.1109/ic3.2015.7346700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3.2015.7346700","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 Eighth International Conference on Contemporary Computing (IC3)","raw_type":"proceedings-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/A5059069176","display_name":"Shwet Ketu","orcid":null},"institutions":[{"id":"https://openalex.org/I26072440","display_name":"Indian Institute of Information Technology Allahabad","ror":"https://ror.org/03rgjt374","country_code":"IN","type":"education","lineage":["https://openalex.org/I26072440"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Shwet Ketu","raw_affiliation_strings":["Indian Institute of Information Technology, Allahabad, India","Indian Institute of Information, Technology-Allahabad, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Information Technology, Allahabad, India","institution_ids":["https://openalex.org/I26072440"]},{"raw_affiliation_string":"Indian Institute of Information, Technology-Allahabad, India","institution_ids":["https://openalex.org/I26072440"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004401828","display_name":"Sonali Agarwal","orcid":"https://orcid.org/0000-0001-9083-5033"},"institutions":[{"id":"https://openalex.org/I26072440","display_name":"Indian Institute of Information Technology Allahabad","ror":"https://ror.org/03rgjt374","country_code":"IN","type":"education","lineage":["https://openalex.org/I26072440"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sonali Agarwal","raw_affiliation_strings":["Indian Institute of Information Technology, Allahabad, India","Indian Institute of Information, Technology-Allahabad, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Information Technology, Allahabad, India","institution_ids":["https://openalex.org/I26072440"]},{"raw_affiliation_string":"Indian Institute of Information, Technology-Allahabad, India","institution_ids":["https://openalex.org/I26072440"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5059069176"],"corresponding_institution_ids":["https://openalex.org/I26072440"],"apc_list":null,"apc_paid":null,"fwci":1.6229,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.88184775,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"36","issue":null,"first_page":"318","last_page":"324"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994000196456909,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9990000128746033,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9919999837875366,"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/computer-science","display_name":"Computer science","score":0.8541098833084106},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.8479803800582886},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.8397577404975891},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6902045607566833},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5526974201202393},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5121092796325684},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.48985788226127625},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4739301800727844},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4318872094154358},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.429330050945282},{"id":"https://openalex.org/keywords/in-memory-processing","display_name":"In-Memory Processing","score":0.41219139099121094},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3693944215774536},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.20549669861793518},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.17100739479064941},{"id":"https://openalex.org/keywords/search-engine","display_name":"Search engine","score":0.1254957616329193},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.08798596262931824}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8541098833084106},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.8479803800582886},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.8397577404975891},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6902045607566833},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5526974201202393},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5121092796325684},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.48985788226127625},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4739301800727844},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4318872094154358},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.429330050945282},{"id":"https://openalex.org/C123593499","wikidata":"https://www.wikidata.org/wiki/Q6008583","display_name":"In-Memory Processing","level":5,"score":0.41219139099121094},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3693944215774536},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.20549669861793518},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.17100739479064941},{"id":"https://openalex.org/C97854310","wikidata":"https://www.wikidata.org/wiki/Q19541","display_name":"Search engine","level":2,"score":0.1254957616329193},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.08798596262931824},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C194222762","wikidata":"https://www.wikidata.org/wiki/Q114486","display_name":"Query by Example","level":4,"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/C164120249","wikidata":"https://www.wikidata.org/wiki/Q995982","display_name":"Web search query","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ic3.2015.7346700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3.2015.7346700","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 Eighth International Conference on Contemporary Computing (IC3)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1505837402","https://openalex.org/W1531910981","https://openalex.org/W1981368351","https://openalex.org/W1996438407","https://openalex.org/W2057923756","https://openalex.org/W2069433961","https://openalex.org/W2070235786","https://openalex.org/W2094746278","https://openalex.org/W2105947650","https://openalex.org/W2110086534","https://openalex.org/W2110528713","https://openalex.org/W2111022129","https://openalex.org/W2125800352","https://openalex.org/W2137760911","https://openalex.org/W2139072600","https://openalex.org/W2141975087","https://openalex.org/W2159128662","https://openalex.org/W2166445532","https://openalex.org/W2189465200","https://openalex.org/W2933266202","https://openalex.org/W4235539094","https://openalex.org/W6649353803","https://openalex.org/W6687322159"],"related_works":["https://openalex.org/W2766461310","https://openalex.org/W4247566972","https://openalex.org/W4388692845","https://openalex.org/W3202731209","https://openalex.org/W3211874991","https://openalex.org/W3191926225","https://openalex.org/W4226266853","https://openalex.org/W4210252074","https://openalex.org/W4245701730","https://openalex.org/W2511794504"],"abstract_inverted_index":{"Big":[0,28],"Data":[1],"analytics":[2,30],"are":[3,71,82,117],"recently":[4],"coming":[5],"up":[6],"as":[7,37],"prominent":[8],"research":[9,75,114],"area":[10],"in":[11],"the":[12,98,119],"field":[13],"of":[14,25,44,97,101,121,135],"Information":[15],"Technology":[16],"serving":[17],"various":[18,34],"data":[19,29,66,103],"driven":[20],"domains":[21],"for":[22,84,106],"effective":[23],"processing":[24,40],"big":[26,65,102],"data.":[27],"have":[31,144],"been":[32,145,152],"facing":[33],"challenges":[35],"such":[36],"inefficient":[38],"storage,":[39],"delays,":[41],"low":[42],"rate":[43],"information":[45,107],"retrieval,":[46],"complex":[47],"algorithms":[48],"which":[49,87],"cannot":[50],"be":[51],"handled":[52],"and":[53,79,90,109,128,140,147],"managed":[54],"using":[55],"traditional":[56],"methods.":[57],"For":[58,132],"assisting":[59],"software":[60],"developers":[61],"to":[62],"deal":[63],"with":[64],"challenges,":[67],"new":[68],"programming":[69],"frameworks":[70],"required.":[72],"In":[73,112],"this":[74,85,113],"paper":[76],"Hadoop":[77],"MapReduce":[78],"Apache":[80],"Spark":[81],"taken":[83],"purpose":[86],"supports":[88],"on-disk":[89,129,141],"in-memory":[91,127,139],"computation":[92],"respectively.":[93],"Clustering":[94],"is":[95],"one":[96],"important":[99],"tasks":[100],"mining":[104],"used":[105],"retrieval":[108],"knowledge":[110],"discovery.":[111],"work,":[115],"we":[116],"analyzing":[118],"performance":[120,133],"distributed":[122,136],"K-Means":[123,137],"clustering":[124],"based":[125],"on":[126],"computational":[130,142],"models.":[131],"enhancement":[134],"clustering,":[138],"models":[143],"adopted":[146],"an":[148],"experimental":[149],"analysis":[150],"has":[151],"performed.":[153]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
