{"id":"https://openalex.org/W2505606450","doi":"https://doi.org/10.1515/itit-2016-0003","title":"Big by blocks: modular analytics","display_name":"Big by blocks: modular analytics","publication_year":2016,"publication_date":"2016-07-28","ids":{"openalex":"https://openalex.org/W2505606450","doi":"https://doi.org/10.1515/itit-2016-0003","mag":"2505606450"},"language":"en","primary_location":{"id":"doi:10.1515/itit-2016-0003","is_oa":false,"landing_page_url":"https://doi.org/10.1515/itit-2016-0003","pdf_url":null,"source":{"id":"https://openalex.org/S4210229153","display_name":"it - Information Technology","issn_l":"1611-2776","issn":["1611-2776","2196-7032"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319967","host_organization_name":"R. Oldenbourg Verlag","host_organization_lineage":["https://openalex.org/P4310319967"],"host_organization_lineage_names":["R. Oldenbourg Verlag"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"it - Information Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://tud.qucosa.de/id/qucosa%3A72848","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005556093","display_name":"Martin Hahmann","orcid":null},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Martin Hahmann","raw_affiliation_strings":["Technische Universit\u00e4t Dresden, Dep. of Computer Science, N\u00f6thnitzer Str. 46, D-01062 Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Dresden, Dep. of Computer Science, N\u00f6thnitzer Str. 46, D-01062 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034533320","display_name":"Claudio Hartmann","orcid":"https://orcid.org/0000-0002-5334-059X"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Claudio Hartmann","raw_affiliation_strings":["Technische Universit\u00e4t Dresden, Dep. of Computer Science, N\u00f6thnitzer Str. 46, D-01062 Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Dresden, Dep. of Computer Science, N\u00f6thnitzer Str. 46, D-01062 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043557645","display_name":"Lars Kegel","orcid":null},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lars Kegel","raw_affiliation_strings":["Technische Universit\u00e4t Dresden, Dep. of Computer Science, N\u00f6thnitzer Str. 46, D-01062 Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Dresden, Dep. of Computer Science, N\u00f6thnitzer Str. 46, D-01062 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057703543","display_name":"Dirk Habich","orcid":"https://orcid.org/0000-0002-8671-5466"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dirk Habich","raw_affiliation_strings":["Technische Universit\u00e4t Dresden, Dep. of Computer Science, N\u00f6thnitzer Str. 46, D-01062 Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Dresden, Dep. of Computer Science, N\u00f6thnitzer Str. 46, D-01062 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063512642","display_name":"Wolfgang Lehner","orcid":"https://orcid.org/0000-0001-8107-2775"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wolfgang Lehner","raw_affiliation_strings":["Technische Universit\u00e4t Dresden, Dep. of Computer Science, N\u00f6thnitzer Str. 46, D-01062 Dresden, Germany"],"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Dresden, Dep. of Computer Science, N\u00f6thnitzer Str. 46, D-01062 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5005556093"],"corresponding_institution_ids":["https://openalex.org/I78650965"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.08376589,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"58","issue":"4","first_page":"176","last_page":"185"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9847000241279602,"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":0.9847000241279602,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9843000173568726,"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":0.9739999771118164,"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/modular-design","display_name":"Modular design","score":0.7925546169281006},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7811554074287415},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7770939469337463},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7606601715087891},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.7316428422927856},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6933093070983887},{"id":"https://openalex.org/keywords/reusability","display_name":"Reusability","score":0.6363204717636108},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6138622164726257},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5227184891700745},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.517561137676239},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.4269412159919739},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3270016014575958},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3068799078464508},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1877100169658661},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.12508496642112732},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.11533647775650024},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08242419362068176}],"concepts":[{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.7925546169281006},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7811554074287415},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7770939469337463},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7606601715087891},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7316428422927856},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6933093070983887},{"id":"https://openalex.org/C137981799","wikidata":"https://www.wikidata.org/wiki/Q1369184","display_name":"Reusability","level":3,"score":0.6363204717636108},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6138622164726257},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5227184891700745},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.517561137676239},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.4269412159919739},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3270016014575958},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3068799078464508},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1877100169658661},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.12508496642112732},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.11533647775650024},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08242419362068176},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/itit-2016-0003","is_oa":false,"landing_page_url":"https://doi.org/10.1515/itit-2016-0003","pdf_url":null,"source":{"id":"https://openalex.org/S4210229153","display_name":"it - Information Technology","issn_l":"1611-2776","issn":["1611-2776","2196-7032"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319967","host_organization_name":"R. Oldenbourg Verlag","host_organization_lineage":["https://openalex.org/P4310319967"],"host_organization_lineage_names":["R. Oldenbourg Verlag"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"it - Information Technology","raw_type":"journal-article"},{"id":"pmh:oai:qucosa:de:qucosa:72848","is_oa":true,"landing_page_url":"https://tud.qucosa.de/id/qucosa%3A72848","pdf_url":null,"source":{"id":"https://openalex.org/S4377196312","display_name":"Qucosa (Saxon State and University Library Dresden)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I3132420320","host_organization_name":"SLUB Dresden","host_organization_lineage":["https://openalex.org/I3132420320"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:Text"}],"best_oa_location":{"id":"pmh:oai:qucosa:de:qucosa:72848","is_oa":true,"landing_page_url":"https://tud.qucosa.de/id/qucosa%3A72848","pdf_url":null,"source":{"id":"https://openalex.org/S4377196312","display_name":"Qucosa (Saxon State and University Library Dresden)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I3132420320","host_organization_name":"SLUB Dresden","host_organization_lineage":["https://openalex.org/I3132420320"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6100000143051147,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G2556327845","display_name":null,"funder_award_id":"01IS14014A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G352791218","display_name":null,"funder_award_id":"(BMBF)","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G4838704522","display_name":null,"funder_award_id":"in part","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"},{"id":"https://openalex.org/G7225624288","display_name":null,"funder_award_id":"This work was","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1673310716","https://openalex.org/W1979900513","https://openalex.org/W2040410517","https://openalex.org/W2051434435","https://openalex.org/W2102201073","https://openalex.org/W2102458936","https://openalex.org/W2171074980","https://openalex.org/W2172064003","https://openalex.org/W2293186503","https://openalex.org/W2582743722"],"related_works":["https://openalex.org/W4226266853","https://openalex.org/W4210252074","https://openalex.org/W4245701730","https://openalex.org/W2511794504","https://openalex.org/W3092201768","https://openalex.org/W2911648135","https://openalex.org/W2886451445","https://openalex.org/W3108449883","https://openalex.org/W2551093110","https://openalex.org/W2796632413"],"abstract_inverted_index":{"Abstract":[0],"Big":[1,4],"Data":[2,5],"and":[3,13,15,25,35,40,47,54,77,102,127],"analytics":[6,27,93],"have":[7],"attracted":[8],"major":[9],"interest":[10],"in":[11,28],"research":[12],"industry":[14],"continue":[16],"to":[17,44],"do":[18],"so.":[19],"The":[20],"high":[21],"demand":[22],"for":[23],"capable":[24],"scalable":[26],"combination":[29],"with":[30],"the":[31,96,119],"ever":[32],"increasing":[33],"number":[34],"volume":[36],"of":[37,51,60,66,80,91,98,108,122],"application":[38,76],"scenarios":[39],"data":[41],"has":[42],"lead":[43],"a":[45,63,106],"large":[46],"intransparent":[48],"landscape":[49],"full":[50],"versions,":[52],"variants":[53],"individual":[55],"algorithms.":[56,82],"As":[57,112],"this":[58,85],"zoo":[59],"methods":[61],"lacks":[62],"systematic":[64],"way":[65],"description,":[67],"understanding":[68,124],"is":[69,125],"almost":[70],"impossible":[71],"which":[72],"severely":[73],"hinders":[74],"effective":[75],"efficient":[78],"development":[79,128],"analytic":[81,100],"To":[83],"solve":[84],"issue":[86],"we":[87],"propose":[88],"our":[89],"concept":[90],"modular":[92],"that":[94],"abstracts":[95],"essentials":[97],"an":[99],"domain":[101],"turns":[103],"them":[104],"into":[105],"set":[107,121],"universal":[109],"building":[110],"blocks.":[111],"arbitrary":[113],"algorithms":[114],"can":[115],"be":[116],"created":[117],"from":[118,130],"same":[120],"blocks,":[123],"eased":[126],"benefits":[129],"reusability.":[131]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
