{"id":"https://openalex.org/W1980511697","doi":"https://doi.org/10.1109/escience.2011.59","title":"A Framework for Efficient Data Analytics through Automatic Configuration and Customization of Scientific Workflows","display_name":"A Framework for Efficient Data Analytics through Automatic Configuration and Customization of Scientific Workflows","publication_year":2011,"publication_date":"2011-12-01","ids":{"openalex":"https://openalex.org/W1980511697","doi":"https://doi.org/10.1109/escience.2011.59","mag":"1980511697"},"language":"en","primary_location":{"id":"doi:10.1109/escience.2011.59","doi":"https://doi.org/10.1109/escience.2011.59","is_oa":false,"landing_page_url":"https://doi.org/10.1109/escience.2011.59","pdf_url":null,"source":{"id":"https://openalex.org/S4306418677","display_name":"IEEE International Conference on eScience","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE Seventh International Conference on eScience","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","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/A5078182123","display_name":"Matheus Hauder","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matheus Hauder","raw_affiliation_strings":["Institute for Software and Systems Engineering, University of Augsburg, Augsburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Software and Systems Engineering, University of Augsburg, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040878653","display_name":"Yolanda Gil","orcid":"https://orcid.org/0000-0001-8465-8341","observed_orcids":["https://orcid.org/0000-0001-8465-8341"]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yolanda Gil","raw_affiliation_strings":["Information Sciences Institute, University of Southern California, Marina del Rey, CA, USA","[Inf. Sci. Inst., Univ. of Southern California, Marina del Rey, CA, USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Sciences Institute, University of Southern California, Marina del Rey, CA, USA","institution_ids":["https://openalex.org/I1174212"]},{"raw_affiliation_string":"[Inf. Sci. Inst., Univ. of Southern California, Marina del Rey, CA, USA]","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100351175","display_name":"Yan Liu","orcid":"https://orcid.org/0000-0002-7055-9518","observed_orcids":["https://orcid.org/0000-0002-7055-9518","https://orcid.org/0000-0003-4242-4840"]},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yan Liu","raw_affiliation_strings":["Computer Science Department, University of Southern California, Los Angeles, CA, USA","[Comput. Sci. Dept., Univ. of Southern California, Los Angeles, CA, USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of Southern California, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1174212"]},{"raw_affiliation_string":"[Comput. Sci. Dept., Univ. of Southern California, Los Angeles, CA, USA]","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.0431,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.97161937,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"379","last_page":"386"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9696999788284302,"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":0.9696999788284302,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.005200000014156103,"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/T10703","display_name":"Business Process Modeling and Analysis","score":0.004800000227987766,"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/scientific-workflows","display_name":"scientific workflows","score":0.9869999885559082},{"id":"https://openalex.org/keywords/workflow-configuration","display_name":"workflow configuration","score":0.6209999918937683},{"id":"https://openalex.org/keywords/workflow-customization","display_name":"workflow customization","score":0.8259999752044678},{"id":"https://openalex.org/keywords/data-analytics","display_name":"data analytics","score":0.5899999737739563},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.6000000238418579},{"id":"https://openalex.org/keywords/data-mining","display_name":"data mining","score":0.9660000205039978},{"id":"https://openalex.org/keywords/design-space-exploration","display_name":"design space exploration","score":0.8080000281333923},{"id":"https://openalex.org/keywords/semantic-constraints","display_name":"semantic constraints","score":0.8410000205039978},{"id":"https://openalex.org/keywords/text-analysis","display_name":"text analysis","score":0.8320000171661377},{"id":"https://openalex.org/keywords/algorithm-selection","display_name":"algorithm selection","score":0.578000009059906}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.8676483631134033},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8342239260673523},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7403624653816223},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6414284706115723},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6029418110847473},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5952708721160889},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.49368342757225037},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4447672963142395},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.423700213432312},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3890359401702881},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32073819637298584},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.17832547426223755},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1725846230983734},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/escience.2011.59","doi":"https://doi.org/10.1109/escience.2011.59","is_oa":false,"landing_page_url":"https://doi.org/10.1109/escience.2011.59","pdf_url":null,"source":{"id":"https://openalex.org/S4306418677","display_name":"IEEE International Conference on eScience","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE Seventh International Conference on eScience","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1480875294","https://openalex.org/W1543320899","https://openalex.org/W1977859620","https://openalex.org/W1978317178","https://openalex.org/W2063128328","https://openalex.org/W2096677212","https://openalex.org/W2096797897","https://openalex.org/W2097154153","https://openalex.org/W2109419450","https://openalex.org/W2114690085","https://openalex.org/W2118585731","https://openalex.org/W2119381135","https://openalex.org/W2120957884","https://openalex.org/W2124410254","https://openalex.org/W2143543488","https://openalex.org/W2145154883","https://openalex.org/W2148010638","https://openalex.org/W2172143128","https://openalex.org/W2183019596","https://openalex.org/W2435251607","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W7098438360","https://openalex.org/W7096452835","https://openalex.org/W2183019596","https://openalex.org/W2109419450","https://openalex.org/W7160872624","https://openalex.org/W2140379130","https://openalex.org/W1538987149","https://openalex.org/W6948114123","https://openalex.org/W7163922497","https://openalex.org/W2981139278"],"abstract_inverted_index":{"Data":[0],"analytics":[1],"involves":[2],"choosing":[3],"between":[4],"many":[5],"different":[6],"algorithms":[7],"and":[8,51,81,99],"experimenting":[9],"with":[10,23,43],"possible":[11],"combinations":[12],"of":[13,27,32,57,61,96,103],"those":[14],"algorithms.":[15],"Existing":[16],"approaches":[17],"however":[18],"do":[19],"not":[20],"support":[21],"scientists":[22,42,83],"the":[24,29,58,62,74,86,94,101],"laborious":[25],"tasks":[26,46],"exploring":[28],"design":[30,87],"space":[31],"computational":[33],"experiments.":[34],"We":[35,71,89],"have":[36],"developed":[37],"a":[38],"framework":[39,75],"to":[40,66,84],"assist":[41],"data":[44,52],"analysis":[45],"in":[47,93],"particular":[48],"machine":[49],"learning":[50],"mining.":[53],"It":[54],"takes":[55],"advantage":[56],"unique":[59],"capabilities":[60],"Wings":[63],"workflow":[64],"system":[65,92],"reason":[67],"about":[68],"semantic":[69],"constraints.":[70],"show":[72],"how":[73],"can":[76],"rule":[77],"out":[78],"invalid":[79],"workflows":[80],"help":[82],"explore":[85],"space.":[88],"demonstrate":[90],"our":[91,104],"domain":[95],"text":[97],"analytics,":[98],"outline":[100],"benefits":[102],"approach.":[105]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":5},{"year":2012,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2016-06-24T00:00:00"}
