{"id":"https://openalex.org/W2910381608","doi":"https://doi.org/10.1109/icecocs.2018.8610652","title":"Popular platforms for big data analytics: A survey","display_name":"Popular platforms for big data analytics: A survey","publication_year":2018,"publication_date":"2018-12-01","ids":{"openalex":"https://openalex.org/W2910381608","doi":"https://doi.org/10.1109/icecocs.2018.8610652","mag":"2910381608"},"language":"en","primary_location":{"id":"doi:10.1109/icecocs.2018.8610652","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecocs.2018.8610652","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference on Electronics, Control, Optimization and Computer Science (ICECOCS)","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/A5043761808","display_name":"Mohamed Merrouchi","orcid":"https://orcid.org/0000-0001-8652-2798"},"institutions":[{"id":"https://openalex.org/I4210145365","display_name":"Universit\u00e9 Hassan 1er","ror":"https://ror.org/03cdvht47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210145365"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Merrouchi","raw_affiliation_strings":["Laboratory: computing, imaging and modeling of complex systems FST of Settat, Hassan I University, Settat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory: computing, imaging and modeling of complex systems FST of Settat, Hassan I University, Settat, Morocco","institution_ids":["https://openalex.org/I4210145365"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074459402","display_name":"Mustapha Skittou","orcid":"https://orcid.org/0000-0002-6337-8620"},"institutions":[{"id":"https://openalex.org/I4210145365","display_name":"Universit\u00e9 Hassan 1er","ror":"https://ror.org/03cdvht47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210145365"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mustapha Skittou","raw_affiliation_strings":["Laboratory: computing, imaging and modeling of complex systems FST of Settat, Hassan I University, Settat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory: computing, imaging and modeling of complex systems FST of Settat, Hassan I University, Settat, Morocco","institution_ids":["https://openalex.org/I4210145365"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040232446","display_name":"Taoufiq Gadi","orcid":"https://orcid.org/0000-0002-2174-5816"},"institutions":[{"id":"https://openalex.org/I4210145365","display_name":"Universit\u00e9 Hassan 1er","ror":"https://ror.org/03cdvht47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210145365"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Taoufiq Gadi","raw_affiliation_strings":["Laboratory: computing, imaging and modeling of complex systems FST of Settat, Hassan I University, Settat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory: computing, imaging and modeling of complex systems FST of Settat, Hassan I University, Settat, Morocco","institution_ids":["https://openalex.org/I4210145365"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210145365"],"apc_list":null,"apc_paid":null,"fwci":0.8225,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.82996144,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9983999729156494,"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":0.9983999729156494,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9842000007629395,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8314537405967712},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.828301191329956},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.7434662580490112},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7375232577323914},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6972011923789978},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.5328448414802551},{"id":"https://openalex.org/keywords/table","display_name":"Table (database)","score":0.5150989890098572},{"id":"https://openalex.org/keywords/software-analytics","display_name":"Software analytics","score":0.5041626691818237},{"id":"https://openalex.org/keywords/data-processing","display_name":"Data processing","score":0.44091731309890747},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4182933270931244},{"id":"https://openalex.org/keywords/strengths-and-weaknesses","display_name":"Strengths and weaknesses","score":0.41506415605545044},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.31850379705429077},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.26384830474853516},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.1606602966785431},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.0847373902797699},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.08001300692558289}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8314537405967712},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.828301191329956},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7434662580490112},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7375232577323914},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6972011923789978},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.5328448414802551},{"id":"https://openalex.org/C45235069","wikidata":"https://www.wikidata.org/wiki/Q278425","display_name":"Table (database)","level":2,"score":0.5150989890098572},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.5041626691818237},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.44091731309890747},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4182933270931244},{"id":"https://openalex.org/C63882131","wikidata":"https://www.wikidata.org/wiki/Q17122954","display_name":"Strengths and weaknesses","level":2,"score":0.41506415605545044},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.31850379705429077},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26384830474853516},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.1606602966785431},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0847373902797699},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.08001300692558289},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icecocs.2018.8610652","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecocs.2018.8610652","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 International Conference on Electronics, Control, Optimization and Computer Science (ICECOCS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2059628440","https://openalex.org/W2071704971","https://openalex.org/W2121456247","https://openalex.org/W2131975293","https://openalex.org/W2189465200","https://openalex.org/W2409628138","https://openalex.org/W2520556153","https://openalex.org/W2584612194","https://openalex.org/W2751592288","https://openalex.org/W6679815717","https://openalex.org/W6687322159","https://openalex.org/W6733201301"],"related_works":["https://openalex.org/W2543688022","https://openalex.org/W4226266853","https://openalex.org/W2610964225","https://openalex.org/W2413477332","https://openalex.org/W4210252074","https://openalex.org/W3033964479","https://openalex.org/W3092201768","https://openalex.org/W2051833471","https://openalex.org/W3123108850","https://openalex.org/W2740083192"],"abstract_inverted_index":{"This":[0],"paper":[1],"aims":[2],"to":[3,33,71,103],"make":[4,164],"a":[5,95],"comparative":[6],"study":[7],"of":[8,16,40,77,79,91,119,122,128,136,150],"the":[9,14,22,41,73,87,104,112,117,120,126,134,170],"different":[10,23],"platforms":[11,25,124,156],"used":[12,29,46,70,155],"in":[13,30,157],"field":[15],"Big":[17,31],"data":[18,35,62,138,159,175],"analytics.":[19],"It":[20],"lists":[21],"hardware":[24,129],"available,":[26],"and":[27,43,66,75,89,97,131],"widely":[28,154],"data,":[32],"perform":[34],"analysis.":[36],"A":[37,82],"detailed":[38],"description":[39],"frameworks":[42,140],"processing":[44,65,68],"paradigms":[45],"by":[47,125,133],"each":[48,78,92],"platform":[49,172],"is":[50,100],"also":[51,132],"provided.":[52],"Comparison":[53],"criteria":[54,105],"such":[55],"as":[56],"scalability,":[57],"I/O":[58],"rate,":[59],"fault":[60],"tolerance,":[61],"size,":[63],"iterative":[64],"real-time":[67],"are":[69],"assess":[72],"advantages":[74],"drawbacks":[76],"these":[80,123],"platforms.":[81],"summary":[83],"table":[84],"will":[85],"present":[86],"strengths":[88],"weaknesses":[90],"platform,":[93],"then":[94],"qualitative":[96],"rigorous":[98],"comparison":[99],"discussed":[101],"according":[102],"mentioned":[106],"above.":[107],"Also":[108],"this":[109,151],"document":[110],"presents":[111],"new":[113],"trends":[114],"aiming":[115],"at":[116],"improvement":[118],"performances":[121],"use":[127],"accelerators":[130],"convergence":[135],"big":[137,158],"analytics":[139,160,176],"with":[141],"modern":[142],"High":[143],"Performance":[144],"Computing":[145],"(HPC)":[146],"systems.":[147],"The":[148],"results":[149],"survey":[152],"on":[153],"can":[161],"help":[162],"users":[163],"an":[165],"informed":[166],"decision":[167],"about":[168],"choosing":[169],"right":[171],"for":[173],"their":[174],"needs.":[177]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
