{"id":"https://openalex.org/W3211060193","doi":"https://doi.org/10.48550/arxiv.2110.13999","title":"Exploring the Role of Machine Learning in Scientific Workflows: Opportunities and Challenges","display_name":"Exploring the Role of Machine Learning in Scientific Workflows: Opportunities and Challenges","publication_year":2021,"publication_date":"2021-10-26","ids":{"openalex":"https://openalex.org/W3211060193","doi":"https://doi.org/10.48550/arxiv.2110.13999","mag":"3211060193"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2110.13999","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2110.13999","pdf_url":"https://arxiv.org/pdf/2110.13999","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"raw_type":"text"},"volume":null,"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2110.13999","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Nouri, Azita","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nouri, Azita","raw_affiliation_strings":["School of Computer Science , Rutgers University , NJ , USA","Rutgers University *"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science , Rutgers University , NJ , USA","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"Rutgers University *","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107913671","display_name":"Philip E. Davis","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Davis, Philip E.","raw_affiliation_strings":["Scientific Computing Imaging Institute , University of Utah , Salt Lake City , UT , USA","University of Utah"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Scientific Computing Imaging Institute , University of Utah , Salt Lake City , UT , USA","institution_ids":["https://openalex.org/I223532165"]},{"raw_affiliation_string":"University of Utah","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017578031","display_name":"Pradeep Subedi","orcid":"https://orcid.org/0000-0003-4281-9674","observed_orcids":["https://orcid.org/0000-0003-4281-9674"]},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Subedi, Pradeep","raw_affiliation_strings":["Scientific Computing Imaging Institute , University of Utah , Salt Lake City , UT , USA","University of Utah"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Scientific Computing Imaging Institute , University of Utah , Salt Lake City , UT , USA","institution_ids":["https://openalex.org/I223532165"]},{"raw_affiliation_string":"University of Utah","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060153432","display_name":"Manish Parashar","orcid":"https://orcid.org/0000-0003-0983-7408","observed_orcids":["https://orcid.org/0000-0003-0983-7408"]},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Parashar, Manish","raw_affiliation_strings":["Scientific Computing Imaging Institute , University of Utah , Salt Lake City , UT , USA","University of Utah"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Scientific Computing Imaging Institute , University of Utah , Salt Lake City , UT , USA","institution_ids":["https://openalex.org/I223532165"]},{"raw_affiliation_string":"University of Utah","institution_ids":["https://openalex.org/I223532165"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9775000214576721,"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":0.9775000214576721,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.010900000110268593,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.00139999995008111,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/scientific-workflows","display_name":"scientific workflows","score":0.9470000267028809},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.8510000109672546},{"id":"https://openalex.org/keywords/workflow-execution","display_name":"workflow execution","score":0.8370000123977661},{"id":"https://openalex.org/keywords/in-situ-processing","display_name":"in situ processing","score":0.7260000109672546},{"id":"https://openalex.org/keywords/workflow-scheduling","display_name":"workflow scheduling","score":0.5830000042915344},{"id":"https://openalex.org/keywords/workflow-monitoring","display_name":"workflow monitoring","score":0.5379999876022339},{"id":"https://openalex.org/keywords/workflow-optimization","display_name":"workflow optimization","score":0.36899998784065247}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.9402028918266296},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7427219748497009},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5967730283737183},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4427911043167114},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40469056367874146},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.13313069939613342},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:arXiv.org:2110.13999","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2110.13999","pdf_url":"https://arxiv.org/pdf/2110.13999","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"raw_type":"text"},{"id":"mag:3211060193","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2110.13999.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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.2110.13999","doi":"https://doi.org/10.48550/arxiv.2110.13999","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2110.13999","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2110.13999","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2110.13999","pdf_url":"https://arxiv.org/pdf/2110.13999","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"raw_type":"text"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":138,"referenced_works":["https://openalex.org/W99907872","https://openalex.org/W173717986","https://openalex.org/W175877181","https://openalex.org/W184815120","https://openalex.org/W597956076","https://openalex.org/W1120107613","https://openalex.org/W1556309875","https://openalex.org/W1573878051","https://openalex.org/W1593504443","https://openalex.org/W1601187287","https://openalex.org/W1686810756","https://openalex.org/W1798528872","https://openalex.org/W1930780477","https://openalex.org/W1935979693","https://openalex.org/W1963835219","https://openalex.org/W1966275653","https://openalex.org/W1980853116","https://openalex.org/W1984020445","https://openalex.org/W1986905947","https://openalex.org/W1999354630","https://openalex.org/W2000233152","https://openalex.org/W2003014979","https://openalex.org/W2015673362","https://openalex.org/W2017060126","https://openalex.org/W2017867388","https://openalex.org/W2023116290","https://openalex.org/W2023324863","https://openalex.org/W2028351695","https://openalex.org/W2028710687","https://openalex.org/W2036912425","https://openalex.org/W2038157364","https://openalex.org/W2042026294","https://openalex.org/W2042875222","https://openalex.org/W2044010008","https://openalex.org/W2045492779","https://openalex.org/W2047280416","https://openalex.org/W2052332822","https://openalex.org/W2053792124","https://openalex.org/W2055658655","https://openalex.org/W2057392949","https://openalex.org/W2058761126","https://openalex.org/W2060261315","https://openalex.org/W2078962046","https://openalex.org/W2084651355","https://openalex.org/W2087854615","https://openalex.org/W2088723799","https://openalex.org/W2094379143","https://openalex.org/W2097154153","https://openalex.org/W2098781560","https://openalex.org/W2102261592","https://openalex.org/W2105524676","https://openalex.org/W2109156854","https://openalex.org/W2109271808","https://openalex.org/W2112031167","https://openalex.org/W2113913767","https://openalex.org/W2123667226","https://openalex.org/W2128548442","https://openalex.org/W2130540010","https://openalex.org/W2133990480","https://openalex.org/W2140157849","https://openalex.org/W2140980002","https://openalex.org/W2143677795","https://openalex.org/W2144701728","https://openalex.org/W2150395948","https://openalex.org/W2154513453","https://openalex.org/W2154876715","https://openalex.org/W2155970976","https://openalex.org/W2159995500","https://openalex.org/W2161078926","https://openalex.org/W2161995137","https://openalex.org/W2168103533","https://openalex.org/W2171183552","https://openalex.org/W2180477690","https://openalex.org/W2201958145","https://openalex.org/W2202483651","https://openalex.org/W2266789289","https://openalex.org/W2283056905","https://openalex.org/W2339254261","https://openalex.org/W2342840547","https://openalex.org/W2397911884","https://openalex.org/W2412744095","https://openalex.org/W2469871946","https://openalex.org/W2472530047","https://openalex.org/W2486592752","https://openalex.org/W2497774140","https://openalex.org/W2509790951","https://openalex.org/W2519835867","https://openalex.org/W2533696134","https://openalex.org/W2546571074","https://openalex.org/W2560471521","https://openalex.org/W2560545959","https://openalex.org/W2560874316","https://openalex.org/W2562750225","https://openalex.org/W2562901785","https://openalex.org/W2576152649","https://openalex.org/W2578766135","https://openalex.org/W2583628881","https://openalex.org/W2584593786","https://openalex.org/W2592981353","https://openalex.org/W2612242273","https://openalex.org/W2644534401","https://openalex.org/W2674963269","https://openalex.org/W2733729963","https://openalex.org/W2747362881","https://openalex.org/W2767210617","https://openalex.org/W2769948923","https://openalex.org/W2778328570","https://openalex.org/W2785842807","https://openalex.org/W2794792904","https://openalex.org/W2794996660","https://openalex.org/W2804129310","https://openalex.org/W2806936774","https://openalex.org/W2890769351","https://openalex.org/W2896969442","https://openalex.org/W2900365532","https://openalex.org/W2902823611","https://openalex.org/W2906137127","https://openalex.org/W2910261916","https://openalex.org/W2914805179","https://openalex.org/W2915854813","https://openalex.org/W2916642675","https://openalex.org/W2917675345","https://openalex.org/W2921494672","https://openalex.org/W2945457057","https://openalex.org/W2946003964","https://openalex.org/W2947593158","https://openalex.org/W2949071206","https://openalex.org/W2951642938","https://openalex.org/W2952522618","https://openalex.org/W2963382388","https://openalex.org/W2963678934","https://openalex.org/W2969908327","https://openalex.org/W2971399424","https://openalex.org/W2976544461","https://openalex.org/W2985545853","https://openalex.org/W3112336801","https://openalex.org/W3207688490","https://openalex.org/W4238102692"],"related_works":["https://openalex.org/W2947593158","https://openalex.org/W4200609229","https://openalex.org/W3208839263","https://openalex.org/W7223099537","https://openalex.org/W132710959","https://openalex.org/W3174572567","https://openalex.org/W3009858774","https://openalex.org/W4414898695","https://openalex.org/W2012990826","https://openalex.org/W3172522318"],"abstract_inverted_index":{"In":[0],"this":[1],"survey,":[2],"we":[3,42,61],"discuss":[4,62],"the":[5,25,36,55,63,74,84],"challenges":[6,53,75],"of":[7,35,38,57,65,76,86],"executing":[8],"scientific":[9,58],"workflows":[10,78],"as":[11,13],"well":[12],"existing":[14],"Machine":[15],"Learning":[16],"(ML)":[17],"techniques":[18,50,68],"to":[19,32,47,51],"alleviate":[20],"those":[21],"challenges.":[22],"We":[23,72],"provide":[24,43,80],"context":[26],"and":[27,79],"motivation":[28],"for":[29,69,82],"applying":[30],"ML":[31,49,67,90],"each":[33],"step":[34],"execution":[37,56,88],"these":[39],"workflows.":[40,59],"Furthermore,":[41],"recommendations":[44],"on":[45],"how":[46],"extend":[48],"unresolved":[52],"in":[54],"Moreover,":[60],"possibility":[64],"using":[66,89],"in-situ":[70,77],"operations.":[71],"explore":[73],"suggestions":[81],"improving":[83],"performance":[85],"their":[87],"techniques.":[91]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2021-11-08T00:00:00"}