{"id":"https://openalex.org/W2987794387","doi":"https://doi.org/10.1186/s40537-019-0260-x","title":"An adaptive and real-time based architecture for financial data integration","display_name":"An adaptive and real-time based architecture for financial data integration","publication_year":2019,"publication_date":"2019-11-11","ids":{"openalex":"https://openalex.org/W2987794387","doi":"https://doi.org/10.1186/s40537-019-0260-x","mag":"2987794387"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-019-0260-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-019-0260-x","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-019-0260-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"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":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-019-0260-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006121705","display_name":"Noussair Fikri","orcid":"https://orcid.org/0000-0003-4088-9011"},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Noussair Fikri","raw_affiliation_strings":["MOSMBD2C, Faculty of Science AinChock, University of Hassan II, Casablanca, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MOSMBD2C, Faculty of Science AinChock, University of Hassan II, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086156614","display_name":"Mohamed Rida","orcid":"https://orcid.org/0000-0002-4964-4347"},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Rida","raw_affiliation_strings":["MOSMBD2C, Faculty of Science AinChock, University of Hassan II, Casablanca, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MOSMBD2C, Faculty of Science AinChock, University of Hassan II, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032038935","display_name":"Noreddine Abghour","orcid":"https://orcid.org/0000-0002-8429-6712"},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Noureddine Abghour","raw_affiliation_strings":["MOSMBD2C, Faculty of Science AinChock, University of Hassan II, Casablanca, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MOSMBD2C, Faculty of Science AinChock, University of Hassan II, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010907886","display_name":"Khalid Moussaid","orcid":"https://orcid.org/0000-0002-7542-9640"},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Khalid Moussaid","raw_affiliation_strings":["MOSMBD2C, Faculty of Science AinChock, University of Hassan II, Casablanca, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MOSMBD2C, Faculty of Science AinChock, University of Hassan II, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112116285","display_name":"Amina El Omri","orcid":null},"institutions":[{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Amina El Omri","raw_affiliation_strings":["MOSMBD2C, Faculty of Science AinChock, University of Hassan II, Casablanca, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MOSMBD2C, Faculty of Science AinChock, University of Hassan II, Casablanca, Morocco","institution_ids":["https://openalex.org/I99297268"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5006121705"],"corresponding_institution_ids":["https://openalex.org/I99297268"],"apc_list":{"value":1990,"currency":"USD","value_usd":1990},"apc_paid":{"value":1990,"currency":"USD","value_usd":1990},"fwci":2.1844,"has_fulltext":true,"cited_by_count":39,"citation_normalized_percentile":{"value":0.88763761,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"6","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10317","display_name":"Advanced Database Systems and Queries","score":0.9925000071525574,"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"}},"topics":[{"id":"https://openalex.org/T10317","display_name":"Advanced Database Systems and Queries","score":0.9925000071525574,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9902999997138977,"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"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9865000247955322,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8413426876068115},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.6966427564620972},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.6029034852981567},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5270167589187622},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.5263456106185913},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.46993857622146606},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4542078375816345},{"id":"https://openalex.org/keywords/semantic-heterogeneity","display_name":"Semantic heterogeneity","score":0.44624489545822144},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.44560256600379944},{"id":"https://openalex.org/keywords/stream-processing","display_name":"Stream processing","score":0.41233325004577637},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.4120444357395172},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39936181902885437},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3520875573158264},{"id":"https://openalex.org/keywords/ontology-based-data-integration","display_name":"Ontology-based data integration","score":0.29530712962150574},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.2757701873779297},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.11405214667320251},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.11191967129707336}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8413426876068115},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.6966427564620972},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.6029034852981567},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5270167589187622},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.5263456106185913},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.46993857622146606},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4542078375816345},{"id":"https://openalex.org/C2778180026","wikidata":"https://www.wikidata.org/wiki/Q18378163","display_name":"Semantic heterogeneity","level":4,"score":0.44624489545822144},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.44560256600379944},{"id":"https://openalex.org/C107027933","wikidata":"https://www.wikidata.org/wiki/Q2006448","display_name":"Stream processing","level":2,"score":0.41233325004577637},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.4120444357395172},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39936181902885437},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3520875573158264},{"id":"https://openalex.org/C22550185","wikidata":"https://www.wikidata.org/wiki/Q7095047","display_name":"Ontology-based data integration","level":3,"score":0.29530712962150574},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2757701873779297},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11405214667320251},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.11191967129707336},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40537-019-0260-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-019-0260-x","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-019-0260-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"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":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:51cb1875148544868a37f8150935cfa5","is_oa":true,"landing_page_url":"https://doaj.org/article/51cb1875148544868a37f8150935cfa5","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":"Journal of Big Data, Vol 6, Iss 1, Pp 1-25 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-019-0260-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-019-0260-x","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-019-0260-x","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"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":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5899999737739563,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2987794387.pdf","grobid_xml":"https://content.openalex.org/works/W2987794387.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W834810655","https://openalex.org/W1480496522","https://openalex.org/W1503556420","https://openalex.org/W1558143179","https://openalex.org/W1569469665","https://openalex.org/W1615880688","https://openalex.org/W1983549819","https://openalex.org/W2003584736","https://openalex.org/W2010828448","https://openalex.org/W2072764742","https://openalex.org/W2131975293","https://openalex.org/W2287832924","https://openalex.org/W2293054773","https://openalex.org/W2477405737","https://openalex.org/W2530314904","https://openalex.org/W2602620885","https://openalex.org/W2747281206","https://openalex.org/W2752677034","https://openalex.org/W2752958822","https://openalex.org/W2761136826","https://openalex.org/W2779209348","https://openalex.org/W2795258608","https://openalex.org/W2886831455","https://openalex.org/W2890864835","https://openalex.org/W2898662208","https://openalex.org/W2984425963","https://openalex.org/W3159871278","https://openalex.org/W4233451210","https://openalex.org/W4246218993","https://openalex.org/W4251036207","https://openalex.org/W4254954942","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2564266326","https://openalex.org/W2767178487","https://openalex.org/W3044060397","https://openalex.org/W2022168551","https://openalex.org/W2038252741","https://openalex.org/W9371027","https://openalex.org/W912022490","https://openalex.org/W2276352092","https://openalex.org/W2353528739","https://openalex.org/W1887171461"],"abstract_inverted_index":{"Abstract":[0],"In":[1],"this":[2],"paper":[3],"we":[4,27,42],"are":[5,78,153],"proposing":[6],"an":[7],"adaptive":[8],"and":[9,20,40,58,84,97,123,136],"real-time":[10,14,35,59,65],"approach":[11,48,88],"to":[12,24,44,69,93,130],"resolve":[13],"financial":[15,37,53],"data":[16,38,66,79,116,120,134],"integration":[17,39,67,135],"latency":[18],"problems":[19,72],"semantic":[21],"heterogeneity.":[22,86],"Due":[23],"constraints":[25],"that":[26,33],"have":[28],"faced":[29],"in":[30,99,128],"some":[31],"projects":[32],"requires":[34],"massive":[36],"analysis,":[41],"decided":[43],"follow":[45],"a":[46,51,64],"new":[47,141],"by":[49,139,155],"combining":[50],"hybrid":[52],"ontology,":[54],"resilient":[55,143],"distributed":[56,144],"datasets":[57],"discretized":[60],"stream.":[61],"We":[62,111],"create":[63],"pipeline":[68],"avoid":[70],"all":[71],"of":[73,105,108],"classic":[74,133],"Extract-Transform-Load":[75,113],"tools,":[76],"which":[77,152],"processing":[80,121],"latency,":[81],"functional":[82],"miscomprehensions":[83],"metadata":[85],"This":[87],"is":[89],"considered":[90],"as":[91],"contribution":[92],"enhance":[94],"reporting":[95],"quality":[96],"availability":[98],"short":[100],"time":[101],"frames,":[102],"the":[103,106,132],"reason":[104],"use":[107],"Apache":[109],"Spark.":[110],"studied":[112],"(ETL)":[114],"concepts,":[115],"warehousing":[117],"fundamentals,":[118],"big":[119],"technics":[122],"oriented":[124],"containers":[125],"clustering":[126],"architecture,":[127],"order":[129],"replace":[131],"analysis":[137],"process":[138,149],"our":[140],"concept":[142],"DataStream":[145],"for":[146],"online":[147],"analytical":[148],"(RDD4OLAP)":[150],"cubes":[151],"consumed":[154],"using":[156],"Spark":[157,160],"SQL":[158],"or":[159],"Core":[161],"basics.":[162]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":3}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}