{"id":"https://openalex.org/W2774497802","doi":"https://doi.org/10.1145/3148055.3148079","title":"Understanding Behavior Trends of Big Data Frameworks in Ongoing Software-Defined Cyber-Infrastructure","display_name":"Understanding Behavior Trends of Big Data Frameworks in Ongoing Software-Defined Cyber-Infrastructure","publication_year":2017,"publication_date":"2017-12-01","ids":{"openalex":"https://openalex.org/W2774497802","doi":"https://doi.org/10.1145/3148055.3148079","mag":"2774497802"},"language":"en","primary_location":{"id":"doi:10.1145/3148055.3148079","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3148055.3148079","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Fourth IEEE/ACM International Conference on Big Data Computing, Applications and Technologies","raw_type":"proceedings-article"},"type":"article","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/A5026976975","display_name":"Shouwei Chen","orcid":null},"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":"Shouwei Chen","raw_affiliation_strings":["Rutgers University, Piscataway, NJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rutgers University, Piscataway, NJ, USA","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089439166","display_name":"Iv\u00e1n Rodero","orcid":"https://orcid.org/0000-0002-0675-6728"},"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":"Ivan Rodero","raw_affiliation_strings":["Rutgers University, Piscataway, NJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rutgers University, Piscataway, NJ, USA","institution_ids":["https://openalex.org/I102322142"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I102322142"],"apc_list":null,"apc_paid":null,"fwci":1.0128,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.84455968,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"199","last_page":"208"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998999834060669,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9972000122070312,"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":0.9965999722480774,"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/big-data","display_name":"Big data","score":0.7902686595916748},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7799571752548218},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.66917884349823},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6156219244003296},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5748397707939148},{"id":"https://openalex.org/keywords/software-analytics","display_name":"Software analytics","score":0.4879312217235565},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.45277976989746094},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.3021851181983948},{"id":"https://openalex.org/keywords/component-based-software-engineering","display_name":"Component-based software engineering","score":0.20563936233520508},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.14184731245040894},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09814783930778503}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7902686595916748},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7799571752548218},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.66917884349823},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6156219244003296},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5748397707939148},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.4879312217235565},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.45277976989746094},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.3021851181983948},{"id":"https://openalex.org/C174683762","wikidata":"https://www.wikidata.org/wiki/Q609588","display_name":"Component-based software engineering","level":4,"score":0.20563936233520508},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.14184731245040894},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09814783930778503},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3148055.3148079","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3148055.3148079","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Fourth IEEE/ACM International Conference on Big Data Computing, Applications and Technologies","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6600000262260437,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G3961244213","display_name":"CRII: CI: Exploring Advanced Cyber-Infrastructure Co-Design for Big Data Analytics","funder_award_id":"1464317","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"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":26,"referenced_works":["https://openalex.org/W140644435","https://openalex.org/W1523319063","https://openalex.org/W1890643295","https://openalex.org/W1996975941","https://openalex.org/W2007227498","https://openalex.org/W2017751491","https://openalex.org/W2020828423","https://openalex.org/W2029084939","https://openalex.org/W2046659665","https://openalex.org/W2047922079","https://openalex.org/W2053425265","https://openalex.org/W2057087550","https://openalex.org/W2057420573","https://openalex.org/W2058047606","https://openalex.org/W2099204199","https://openalex.org/W2130010548","https://openalex.org/W2132353061","https://openalex.org/W2133873843","https://openalex.org/W2138440835","https://openalex.org/W2154399174","https://openalex.org/W2163449191","https://openalex.org/W2163961697","https://openalex.org/W2216435802","https://openalex.org/W2477230561","https://openalex.org/W2519037485","https://openalex.org/W4254373586"],"related_works":["https://openalex.org/W2766461310","https://openalex.org/W4247566972","https://openalex.org/W4388692845","https://openalex.org/W3202731209","https://openalex.org/W3211874991","https://openalex.org/W2038746072","https://openalex.org/W3191926225","https://openalex.org/W1995108926","https://openalex.org/W2543688022","https://openalex.org/W4390273888"],"abstract_inverted_index":{"As":[0],"data":[1,95],"analytics":[2,60],"applications":[3,27],"become":[4],"increasingly":[5],"important":[6],"in":[7,36,134],"a":[8,67],"wide":[9],"range":[10,68],"of":[11,52,69,101,116,131,136],"domains,":[12],"the":[13,53,99,117],"ability":[14],"to":[15,24,31,120],"develop":[16],"large-scale":[17],"and":[18,21,34,39,46,50,64,81,84,140,157],"sustainable":[19],"platforms":[20],"software":[22],"infrastructure":[23,103,133],"support":[25],"these":[26],"has":[28],"significant":[29,129],"potential":[30,100],"drive":[32],"research":[33,145],"innovation":[35],"both":[37],"science":[38],"business":[40],"domains.":[41],"This":[42],"paper":[43],"characterizes":[44],"performance":[45],"power-related":[47],"behavior":[48],"trends":[49],"tradeoffs":[51],"two":[54],"predominant":[55],"frameworks":[56],"for":[57,66,97,104],"Big":[58,105],"Data":[59,106],"(i.e.,":[61],"Apache":[62],"Hadoop":[63],"Spark)":[65],"representative":[70],"applications.":[71],"It":[72,142],"also":[73],"evaluates":[74],"system":[75],"design":[76,118],"knobs,":[77],"such":[78],"as":[79,125,127],"storage":[80],"network":[82],"technologies":[83],"power":[85],"capping":[86],"techniques.":[87],"Experimental":[88],"results":[89,112],"from":[90],"empirical":[91],"executions":[92],"provide":[93,113],"meaningful":[94],"points":[96],"exploring":[98],"software-defined":[102,132,158],"processing":[107,149],"systems":[108,152],"through":[109],"simulation.":[110],"The":[111],"better":[114],"understanding":[115],"space":[119],"build":[121],"multi-criteria":[122],"application-centric":[123],"models":[124],"well":[126],"show":[128],"advantages":[130],"terms":[135],"execution":[137],"time,":[138],"energy":[139],"cost.":[141],"motivates":[143],"further":[144],"focused":[146],"on":[147],"in-memory":[148],"formulations":[150],"regarding":[151],"with":[153],"deeper":[154],"memory":[155],"hierarchies":[156],"infrastructure.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2018,"cited_by_count":2}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
