{"id":"https://openalex.org/W3215306199","doi":"https://doi.org/10.1145/3516431.3516435","title":"Federated Data Science to Break Down Silos [Vision]","display_name":"Federated Data Science to Break Down Silos [Vision]","publication_year":2022,"publication_date":"2022-01-31","ids":{"openalex":"https://openalex.org/W3215306199","doi":"https://doi.org/10.1145/3516431.3516435","mag":"3215306199"},"language":"en","primary_location":{"id":"doi:10.1145/3516431.3516435","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3516431.3516435","pdf_url":null,"source":{"id":"https://openalex.org/S47508943","display_name":"ACM SIGMOD Record","issn_l":"0163-5808","issn":["0163-5808","1943-5835"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGMOD Record","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2111.13186","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042458153","display_name":"Essam Mansour","orcid":"https://orcid.org/0000-0002-1319-3484"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Essam Mansour","raw_affiliation_strings":["Concordia University, Canada"],"affiliations":[{"raw_affiliation_string":"Concordia University, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085594669","display_name":"Kavitha Srinivas","orcid":"https://orcid.org/0000-0003-4610-967X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kavitha Srinivas","raw_affiliation_strings":["IBM Research, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015313855","display_name":"Katja Hose","orcid":"https://orcid.org/0000-0001-7025-8099"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Katja Hose","raw_affiliation_strings":["Aalborg University, Denmark"],"affiliations":[{"raw_affiliation_string":"Aalborg University, Denmark","institution_ids":["https://openalex.org/I891191580"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5042458153"],"corresponding_institution_ids":["https://openalex.org/I60158472"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00488908,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"50","issue":"4","first_page":"16","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9987999796867371,"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"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9987999796867371,"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"}},{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9955000281333923,"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":0.6807501316070557},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.6739503145217896},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.564824104309082},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5455079674720764},{"id":"https://openalex.org/keywords/open-science","display_name":"Open science","score":0.5330974459648132},{"id":"https://openalex.org/keywords/pipeline-transport","display_name":"Pipeline transport","score":0.4993467330932617},{"id":"https://openalex.org/keywords/open-data","display_name":"Open data","score":0.4969227612018585},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.45207667350769043},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.28102588653564453},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1672135889530182}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6807501316070557},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.6739503145217896},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.564824104309082},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5455079674720764},{"id":"https://openalex.org/C2778149293","wikidata":"https://www.wikidata.org/wiki/Q309823","display_name":"Open science","level":2,"score":0.5330974459648132},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.4993467330932617},{"id":"https://openalex.org/C2780535194","wikidata":"https://www.wikidata.org/wiki/Q309901","display_name":"Open data","level":2,"score":0.4969227612018585},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.45207667350769043},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.28102588653564453},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1672135889530182},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/3516431.3516435","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3516431.3516435","pdf_url":null,"source":{"id":"https://openalex.org/S47508943","display_name":"ACM SIGMOD Record","issn_l":"0163-5808","issn":["0163-5808","1943-5835"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM SIGMOD Record","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2111.13186","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2111.13186","pdf_url":"https://arxiv.org/pdf/2111.13186","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:3215306199","is_oa":true,"landing_page_url":"http://arxiv.org/pdf/2111.13186.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2111.13186","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2111.13186","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2111.13186","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2111.13186","pdf_url":"https://arxiv.org/pdf/2111.13186","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"score":0.47999998927116394,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3215306199.pdf","grobid_xml":"https://content.openalex.org/works/W3215306199.grobid-xml"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W1989215876","https://openalex.org/W2132862423","https://openalex.org/W2216189112","https://openalex.org/W2302501749","https://openalex.org/W2752857821","https://openalex.org/W2766317792","https://openalex.org/W2786103815","https://openalex.org/W2791094827","https://openalex.org/W2792524491","https://openalex.org/W2795089200","https://openalex.org/W2926805670","https://openalex.org/W2927176210","https://openalex.org/W2946535156","https://openalex.org/W2979989546","https://openalex.org/W3013302896","https://openalex.org/W3013980729","https://openalex.org/W3021274480","https://openalex.org/W3033638351","https://openalex.org/W3039989498","https://openalex.org/W3071741381","https://openalex.org/W3081749234","https://openalex.org/W3086791196","https://openalex.org/W3098044990","https://openalex.org/W3098605233","https://openalex.org/W3100239257","https://openalex.org/W3113112245","https://openalex.org/W3137081859","https://openalex.org/W3139469262","https://openalex.org/W3151846642","https://openalex.org/W3165784750","https://openalex.org/W3167590414","https://openalex.org/W3177367774","https://openalex.org/W3196575278","https://openalex.org/W3196867679","https://openalex.org/W3196877232","https://openalex.org/W3203324567","https://openalex.org/W3208267722","https://openalex.org/W3208530922","https://openalex.org/W3210188290","https://openalex.org/W3210289779","https://openalex.org/W3211229017","https://openalex.org/W4210257598","https://openalex.org/W4229502990","https://openalex.org/W6749511090","https://openalex.org/W6775089771","https://openalex.org/W6787030171","https://openalex.org/W6788106616","https://openalex.org/W6802572211","https://openalex.org/W6807384801"],"related_works":[],"abstract_inverted_index":{"Similar":[0],"to":[1,40,122],"Open":[2],"Data":[3,25],"initiatives,":[4],"data":[5,17,58,68],"science":[6,59,69],"as":[7],"a":[8,49,96,124],"community":[9],"has":[10],"launched":[11],"initiatives":[12],"for":[13,66,78,88],"sharing":[14,67],"not":[15,63],"only":[16,64],"but":[18,74],"entire":[19],"pipelines,":[20],"derivatives,":[21],"artifacts,":[22],"etc.":[23,44],"(Open":[24],"Science).":[26],"However,":[27],"the":[28,35,83,104],"few":[29],"efforts":[30],"that":[31,61,113,118],"exist":[32],"focus":[33],"on":[34,38],"technical":[36],"part":[37],"how":[39],"facilitate":[41],"sharing,":[42],"conversion,":[43],"This":[45],"vision":[46],"paper":[47],"goes":[48],"step":[50],"further":[51],"and":[52,71,90,117],"proposes":[53],"KEK,":[54],"an":[55],"open":[56],"federated":[57,97],"platform":[60],"does":[62],"allow":[65],"pipelines":[70,92],"their":[72],"(meta)data":[73],"also":[75],"provides":[76],"methods":[77],"efficient":[79],"search":[80],"and,":[81],"in":[82,95],"ideal":[84],"case,":[85],"even":[86],"allows":[87],"combining":[89],"defining":[91],"across":[93],"platforms":[94],"manner.":[98],"In":[99],"doing":[100],"so,":[101],"KEK":[102],"addresses":[103],"so":[105],"far":[106],"neglected":[107],"challenge":[108],"of":[109],"actually":[110],"finding":[111],"artifacts":[112],"are":[114],"semantically":[115],"related":[116],"can":[119],"be":[120],"combined":[121],"achieve":[123],"certain":[125],"goal.":[126]},"counts_by_year":[],"updated_date":"2026-02-09T09:26:11.010843","created_date":"2025-10-10T00:00:00"}