{"id":"https://openalex.org/W2157954477","doi":"https://doi.org/10.1109/access.2014.2332453","title":"Toward Scalable Systems for Big Data Analytics: A Technology Tutorial","display_name":"Toward Scalable Systems for Big Data Analytics: A Technology Tutorial","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2157954477","doi":"https://doi.org/10.1109/access.2014.2332453","mag":"2157954477"},"language":"en","primary_location":{"id":"doi:10.1109/access.2014.2332453","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2014.2332453","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6705689/06842585.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6705689/06842585.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020194895","display_name":"Han Hu","orcid":"https://orcid.org/0000-0001-7532-0496"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Han Hu","raw_affiliation_strings":["School of Computing, National University of Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041572550","display_name":"Yonggang Wen","orcid":"https://orcid.org/0000-0002-2751-5114"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yonggang Wen","raw_affiliation_strings":["School of Computer Engineering, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089404640","display_name":"Tat\u2010Seng Chua","orcid":"https://orcid.org/0000-0001-6097-7807"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Tat-Seng Chua","raw_affiliation_strings":["School of Computing, National University of Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100740143","display_name":"Xuelong Li","orcid":"https://orcid.org/0000-0002-0019-4197"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210144662","display_name":"Xi'an Institute of Optics and Precision Mechanics","ror":"https://ror.org/0444j5556","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210144662"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuelong Li","raw_affiliation_strings":["State Key Laboratory of Transient Optics and Photonics, Center for Optical Imagery Analysis and Learning, Xi\u2019an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Transient Optics and Photonics, Center for Optical Imagery Analysis and Learning, Xi\u2019an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi’an, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210144662"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":411.3156,"has_fulltext":true,"cited_by_count":1097,"citation_normalized_percentile":{"value":0.99996864,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"2","issue":null,"first_page":"652","last_page":"687"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9991999864578247,"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":0.9991999864578247,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9954000115394592,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.9460407495498657},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.7899088859558105},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7567824125289917},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6059014797210693},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.544944703578949},{"id":"https://openalex.org/keywords/unstructured-data","display_name":"Unstructured data","score":0.5224294066429138},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.41275274753570557},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.19495433568954468},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.15821701288223267}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.9460407495498657},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7899088859558105},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7567824125289917},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6059014797210693},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.544944703578949},{"id":"https://openalex.org/C2781252014","wikidata":"https://www.wikidata.org/wiki/Q1141900","display_name":"Unstructured data","level":3,"score":0.5224294066429138},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.41275274753570557},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.19495433568954468},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.15821701288223267}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2014.2332453","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2014.2332453","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6705689/06842585.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:fdddd65c3808455b809a9ba4c04d0241","is_oa":true,"landing_page_url":"https://doaj.org/article/fdddd65c3808455b809a9ba4c04d0241","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 2, Pp 652-687 (2014)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2014.2332453","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2014.2332453","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6705689/06842585.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6299999952316284,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G7669865480","display_name":null,"funder_award_id":"61125106","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8120773454","display_name":null,"funder_award_id":"NRF2012EWT-EIRP002-013","funder_id":"https://openalex.org/F4320320743","funder_display_name":"Energy Market Authority of Singapore"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"},{"id":"https://openalex.org/F4320320743","display_name":"Energy Market Authority of Singapore","ror":"https://ror.org/05tqbd879"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2157954477.pdf","grobid_xml":"https://content.openalex.org/works/W2157954477.grobid-xml"},"referenced_works_count":247,"referenced_works":["https://openalex.org/W23637940","https://openalex.org/W214973889","https://openalex.org/W1236737278","https://openalex.org/W1485815177","https://openalex.org/W1486498339","https://openalex.org/W1487337216","https://openalex.org/W1489992655","https://openalex.org/W1493893823","https://openalex.org/W1494137514","https://openalex.org/W1505837402","https://openalex.org/W1508143344","https://openalex.org/W1512840853","https://openalex.org/W1521187425","https://openalex.org/W1523319063","https://openalex.org/W1533841329","https://openalex.org/W1534002024","https://openalex.org/W1547816677","https://openalex.org/W1574055853","https://openalex.org/W1574901103","https://openalex.org/W1587328365","https://openalex.org/W1793325024","https://openalex.org/W1845494277","https://openalex.org/W1861600621","https://openalex.org/W1864134408","https://openalex.org/W1964691382","https://openalex.org/W1969867099","https://openalex.org/W1969933814","https://openalex.org/W1970907681","https://openalex.org/W1971276177","https://openalex.org/W1973556323","https://openalex.org/W1976860187","https://openalex.org/W1977041795","https://openalex.org/W1977663933","https://openalex.org/W1981174043","https://openalex.org/W1981420413","https://openalex.org/W1981825277","https://openalex.org/W1984560443","https://openalex.org/W1985229168","https://openalex.org/W1985447527","https://openalex.org/W1985954365","https://openalex.org/W1986137020","https://openalex.org/W1986992925","https://openalex.org/W1988419820","https://openalex.org/W1988888548","https://openalex.org/W1989812517","https://openalex.org/W1990095912","https://openalex.org/W1992479210","https://openalex.org/W1992673035","https://openalex.org/W1997020216","https://openalex.org/W1998425646","https://openalex.org/W2001344462","https://openalex.org/W2002190525","https://openalex.org/W2003584736","https://openalex.org/W2005373714","https://openalex.org/W2007278710","https://openalex.org/W2010279913","https://openalex.org/W2010929544","https://openalex.org/W2011233235","https://openalex.org/W2013344760","https://openalex.org/W2013409485","https://openalex.org/W2015404705","https://openalex.org/W2017036528","https://openalex.org/W2017751491","https://openalex.org/W2020765652","https://openalex.org/W2021681202","https://openalex.org/W2022649085","https://openalex.org/W2026016807","https://openalex.org/W2031444464","https://openalex.org/W2032355985","https://openalex.org/W2035055162","https://openalex.org/W2035543557","https://openalex.org/W2036248440","https://openalex.org/W2038760772","https://openalex.org/W2039436398","https://openalex.org/W2039506348","https://openalex.org/W2042877132","https://openalex.org/W2043099794","https://openalex.org/W2044738279","https://openalex.org/W2044936152","https://openalex.org/W2047013860","https://openalex.org/W2048094202","https://openalex.org/W2049160854","https://openalex.org/W2050385561","https://openalex.org/W2052312648","https://openalex.org/W2052419359","https://openalex.org/W2054577069","https://openalex.org/W2054584570","https://openalex.org/W2055098139","https://openalex.org/W2056421189","https://openalex.org/W2057932305","https://openalex.org/W2059719921","https://openalex.org/W2060138223","https://openalex.org/W2060204338","https://openalex.org/W2060892701","https://openalex.org/W2061623440","https://openalex.org/W2064523138","https://openalex.org/W2066636486","https://openalex.org/W2067566391","https://openalex.org/W2073190439","https://openalex.org/W2074935284","https://openalex.org/W2078639032","https://openalex.org/W2079756993","https://openalex.org/W2081683717","https://openalex.org/W2084568010","https://openalex.org/W2094069236","https://openalex.org/W2094214226","https://openalex.org/W2095135670","https://openalex.org/W2096125134","https://openalex.org/W2096544401","https://openalex.org/W2097686171","https://openalex.org/W2097745829","https://openalex.org/W2098445298","https://openalex.org/W2098843660","https://openalex.org/W2099736636","https://openalex.org/W2100830825","https://openalex.org/W2102269463","https://openalex.org/W2103088010","https://openalex.org/W2104993419","https://openalex.org/W2105661057","https://openalex.org/W2107559689","https://openalex.org/W2108245550","https://openalex.org/W2110086534","https://openalex.org/W2110317924","https://openalex.org/W2110485207","https://openalex.org/W2111002549","https://openalex.org/W2111322878","https://openalex.org/W2114303224","https://openalex.org/W2118651798","https://openalex.org/W2119400430","https://openalex.org/W2119638333","https://openalex.org/W2119714163","https://openalex.org/W2119745055","https://openalex.org/W2119939946","https://openalex.org/W2121142115","https://openalex.org/W2121382795","https://openalex.org/W2122035570","https://openalex.org/W2122950698","https://openalex.org/W2123068486","https://openalex.org/W2123637716","https://openalex.org/W2123772748","https://openalex.org/W2124537004","https://openalex.org/W2128438887","https://openalex.org/W2129412326","https://openalex.org/W2130923111","https://openalex.org/W2131068546","https://openalex.org/W2131164945","https://openalex.org/W2131492297","https://openalex.org/W2131975293","https://openalex.org/W2135081536","https://openalex.org/W2135315786","https://openalex.org/W2137377033","https://openalex.org/W2139178140","https://openalex.org/W2140116426","https://openalex.org/W2140190241","https://openalex.org/W2142031898","https://openalex.org/W2142211218","https://openalex.org/W2142827986","https://openalex.org/W2143688709","https://openalex.org/W2145604831","https://openalex.org/W2145747124","https://openalex.org/W2146764697","https://openalex.org/W2147735632","https://openalex.org/W2150013559","https://openalex.org/W2152696732","https://openalex.org/W2152814537","https://openalex.org/W2152993203","https://openalex.org/W2153704625","https://openalex.org/W2153848201","https://openalex.org/W2153889808","https://openalex.org/W2155909634","https://openalex.org/W2156362066","https://openalex.org/W2156679582","https://openalex.org/W2156940638","https://openalex.org/W2157361576","https://openalex.org/W2157614013","https://openalex.org/W2158732813","https://openalex.org/W2159679741","https://openalex.org/W2159904898","https://openalex.org/W2161443660","https://openalex.org/W2161549461","https://openalex.org/W2161676522","https://openalex.org/W2162699555","https://openalex.org/W2163291889","https://openalex.org/W2163406942","https://openalex.org/W2165093166","https://openalex.org/W2165515835","https://openalex.org/W2166519306","https://openalex.org/W2166604013","https://openalex.org/W2167879118","https://openalex.org/W2170616854","https://openalex.org/W2173213060","https://openalex.org/W2174706414","https://openalex.org/W2274583232","https://openalex.org/W2275530856","https://openalex.org/W2285144687","https://openalex.org/W2295141584","https://openalex.org/W2295240344","https://openalex.org/W2327208758","https://openalex.org/W2399650993","https://openalex.org/W2620485168","https://openalex.org/W2677187454","https://openalex.org/W2787063047","https://openalex.org/W2912802084","https://openalex.org/W2995564009","https://openalex.org/W2999349537","https://openalex.org/W3122868618","https://openalex.org/W3138097900","https://openalex.org/W3162803548","https://openalex.org/W4205184193","https://openalex.org/W4205655685","https://openalex.org/W4211012425","https://openalex.org/W4213099427","https://openalex.org/W4232093111","https://openalex.org/W4239670432","https://openalex.org/W4242648275","https://openalex.org/W4246225868","https://openalex.org/W4247727029","https://openalex.org/W4249823756","https://openalex.org/W4250768430","https://openalex.org/W4251897646","https://openalex.org/W4254435174","https://openalex.org/W4255908421","https://openalex.org/W6600935502","https://openalex.org/W6608667608","https://openalex.org/W6629092050","https://openalex.org/W6629093123","https://openalex.org/W6629380029","https://openalex.org/W6631753845","https://openalex.org/W6634075746","https://openalex.org/W6635039058","https://openalex.org/W6638064508","https://openalex.org/W6638819420","https://openalex.org/W6639142120","https://openalex.org/W6641330010","https://openalex.org/W6648576785","https://openalex.org/W6674728757","https://openalex.org/W6679474665","https://openalex.org/W6679815717","https://openalex.org/W6682707525","https://openalex.org/W6682974852","https://openalex.org/W6694369573","https://openalex.org/W6694821995","https://openalex.org/W6696105951","https://openalex.org/W6712677956","https://openalex.org/W6739848812","https://openalex.org/W6747876623","https://openalex.org/W6758383543"],"related_works":["https://openalex.org/W2468296273","https://openalex.org/W3157828377","https://openalex.org/W4377992839","https://openalex.org/W2937168573","https://openalex.org/W4226266853","https://openalex.org/W2261525379","https://openalex.org/W2162769527","https://openalex.org/W2805468299","https://openalex.org/W4210252074","https://openalex.org/W4245701730"],"abstract_inverted_index":{"Recent":[0],"technological":[1],"advancements":[2],"have":[3],"led":[4],"to":[5,40,50,112,128,153],"a":[6,100,122,150,176,185],"deluge":[7],"of":[8,44,139,188],"data":[9,37,55,69,86,92,108,141,145,156,163,165,167,170,178,209,223],"from":[10,193],"distinctive":[11],"domains":[12],"(e.g.,":[13],"health":[14],"care":[15],"and":[16,22,25,73,90,103,120,142,169,191,195,217],"scientific":[17],"sensors,":[18],"user-generated":[19],"data,":[20],"Internet":[21],"financial":[23],"companies,":[24],"supply":[26],"chain":[27],"systems)":[28],"over":[29],"the":[30,42,137,202],"past":[31],"two":[32],"decades.":[33],"The":[34],"term":[35],"big":[36,54,68,107,140,144,155,177,208,222],"was":[38],"coined":[39],"capture":[41],"meaning":[43],"this":[45,96],"emerging":[46],"trend.":[47],"In":[48,95,198],"addition":[49],"its":[51],"sheer":[52],"volume,":[53],"also":[56],"exhibits":[57],"other":[58],"unique":[59],"characteristics":[60],"as":[61],"compared":[62],"with":[63],"traditional":[64],"data.":[65],"For":[66],"instance,":[67],"is":[70],"commonly":[71],"unstructured":[72],"require":[74],"more":[75],"real-time":[76],"analysis.":[77],"This":[78],"development":[79],"calls":[80],"for":[81,85,106,117,125,206,221],"new":[82],"system":[83,104],"architectures":[84],"acquisition,":[87,166],"transmission,":[88],"storage,":[89,168],"large-scale":[91],"processing":[93],"mechanisms.":[94],"paper,":[97],"we":[98,135,148,183,200,212],"present":[99,136,149,184,201],"literature":[101],"survey":[102,187],"tutorial":[105],"analytics":[109],"platforms,":[110],"aiming":[111],"provide":[113],"an":[114],"overall":[115],"picture":[116],"nonexpert":[118],"readers":[119],"instill":[121],"do-it-yourself":[123],"spirit":[124],"advanced":[126],"audiences":[127],"customize":[129],"their":[130],"own":[131],"big-data":[132],"solutions.":[133],"First,":[134],"definition":[138],"discuss":[143],"challenges.":[146,210],"Next,":[147],"systematic":[151],"framework":[152,205],"decompose":[154],"systems":[157],"into":[158],"four":[159,173],"sequential":[160],"modules,":[161],"namely":[162],"generation,":[164],"analytics.":[171],"These":[172],"modules":[174],"form":[175],"value":[179],"chain.":[180],"Following":[181],"that,":[182],"detailed":[186],"numerous":[189],"approaches":[190],"mechanisms":[192],"research":[194,219],"industry":[196],"communities.":[197],"addition,":[199],"prevalent":[203],"Hadoop":[204],"addressing":[207],"Finally,":[211],"outline":[213],"several":[214],"evaluation":[215],"benchmarks":[216],"potential":[218],"directions":[220],"systems.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":46},{"year":2024,"cited_by_count":47},{"year":2023,"cited_by_count":52},{"year":2022,"cited_by_count":67},{"year":2021,"cited_by_count":101},{"year":2020,"cited_by_count":134},{"year":2019,"cited_by_count":124},{"year":2018,"cited_by_count":144},{"year":2017,"cited_by_count":133},{"year":2016,"cited_by_count":131},{"year":2015,"cited_by_count":97},{"year":2014,"cited_by_count":9},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}