{"id":"https://openalex.org/W2548126955","doi":"https://doi.org/10.1145/2950290.2983930","title":"BigDebug: interactive debugger for big data analytics in Apache Spark","display_name":"BigDebug: interactive debugger for big data analytics in Apache Spark","publication_year":2016,"publication_date":"2016-11-01","ids":{"openalex":"https://openalex.org/W2548126955","doi":"https://doi.org/10.1145/2950290.2983930","mag":"2548126955"},"language":"en","primary_location":{"id":"doi:10.1145/2950290.2983930","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2950290.2983930","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2983930&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2016 24th ACM SIGSOFT International Symposium on Foundations of Software Engineering","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://dl.acm.org/ft_gateway.cfm?id=2983930&type=pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003747461","display_name":"Muhammad Ali Gulzar","orcid":"https://orcid.org/0000-0002-8007-8662"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Muhammad Ali Gulzar","raw_affiliation_strings":["University of California at Los Angeles, USA"],"affiliations":[{"raw_affiliation_string":"University of California at Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071206013","display_name":"Matteo Interlandi","orcid":"https://orcid.org/0000-0002-5756-8321"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matteo Interlandi","raw_affiliation_strings":["University of California at Los Angeles, USA"],"affiliations":[{"raw_affiliation_string":"University of California at Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014353497","display_name":"Tyson Condie","orcid":null},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tyson Condie","raw_affiliation_strings":["University of California at Los Angeles, USA"],"affiliations":[{"raw_affiliation_string":"University of California at Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049451101","display_name":"Miryung Kim","orcid":"https://orcid.org/0000-0003-3802-1512"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Miryung Kim","raw_affiliation_strings":["University of California at Los Angeles, USA"],"affiliations":[{"raw_affiliation_string":"University of California at Los Angeles, USA","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003747461"],"corresponding_institution_ids":["https://openalex.org/I161318765"],"apc_list":null,"apc_paid":null,"fwci":2.6578,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.9127811,"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":"1033","last_page":"1037"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9998999834060669,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994000196456909,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9909999966621399,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8628486394882202},{"id":"https://openalex.org/keywords/debugging","display_name":"Debugging","score":0.8262786865234375},{"id":"https://openalex.org/keywords/debugger","display_name":"Debugger","score":0.7354305386543274},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5563178658485413},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.5467246770858765},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.545335590839386},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4877367913722992},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.45025742053985596},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3324587643146515},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.3317124843597412}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8628486394882202},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.8262786865234375},{"id":"https://openalex.org/C2778485113","wikidata":"https://www.wikidata.org/wiki/Q193231","display_name":"Debugger","level":3,"score":0.7354305386543274},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5563178658485413},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.5467246770858765},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.545335590839386},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4877367913722992},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.45025742053985596},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3324587643146515},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3317124843597412}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2950290.2983930","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2950290.2983930","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2983930&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2016 24th ACM SIGSOFT International Symposium on Foundations of Software Engineering","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/2950290.2983930","is_oa":true,"landing_page_url":"https://doi.org/10.1145/2950290.2983930","pdf_url":"http://dl.acm.org/ft_gateway.cfm?id=2983930&type=pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2016 24th ACM SIGSOFT International Symposium on Foundations of Software Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2308217265","display_name":null,"funder_award_id":"CNS-1161595","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G23873468","display_name":null,"funder_award_id":"CNS-1239498","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2901386681","display_name":null,"funder_award_id":"CCF-1460325","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3064642570","display_name":"CAREER: Towards a Big Data Application Server Stack","funder_award_id":"1351047","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3143604296","display_name":null,"funder_award_id":"CCF-1527923","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3192606628","display_name":null,"funder_award_id":"CCF- 1527923, CNS-1239498, CCF-1460325, CNS-1161595 , IIS- 1302698 and CNS-1351047","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3275350162","display_name":null,"funder_award_id":"U01HG008488","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G3323275448","display_name":"CAREER: Analysis and Automation of Systematic Software Modifications","funder_award_id":"1460325","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3628400758","display_name":null,"funder_award_id":"351047","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5513333887","display_name":null,"funder_award_id":"IIS-1302698","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"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2548126955.pdf","grobid_xml":"https://content.openalex.org/works/W2548126955.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W2039157918","https://openalex.org/W2079756993","https://openalex.org/W2098935637","https://openalex.org/W2102632804","https://openalex.org/W2131975293","https://openalex.org/W2157814900","https://openalex.org/W2158865579","https://openalex.org/W2173213060","https://openalex.org/W2294556882","https://openalex.org/W2384569204","https://openalex.org/W2914189542","https://openalex.org/W4229976825","https://openalex.org/W4365786623"],"related_works":["https://openalex.org/W2800641345","https://openalex.org/W2886673879","https://openalex.org/W564953056","https://openalex.org/W2061184006","https://openalex.org/W2381239448","https://openalex.org/W4236910510","https://openalex.org/W2092932442","https://openalex.org/W2543963479","https://openalex.org/W1751798423","https://openalex.org/W2583000271"],"abstract_inverted_index":{"To":[0,69,95,124],"process":[1],"massive":[2],"quantities":[3],"of":[4,27,51],"data,":[5],"developers":[6],"leverage":[7],"data-intensive":[8],"scalable":[9],"computing":[10],"(DISC)":[11],"systems":[12,30],"in":[13,42,139],"the":[14,92,119,148],"cloud,":[15],"such":[16],"as":[17],"Google's":[18],"MapReduce,":[19],"Apache":[20,23],"Hadoop,":[21],"and":[22,99,117,127,146],"Spark.":[24],"In":[25],"terms":[26],"debugging,":[28,130],"DISC":[29],"support":[31,125],"post-mortem":[32],"log":[33],"analysis":[34],"but":[35],"do":[36],"not":[37],"provide":[38],"interactive":[39,71],"debugging":[40,73],"features":[41],"realtime.":[43],"This":[44],"tool":[45],"demonstration":[46],"paper":[47],"showcases":[48],"a":[49,83,87,108,115],"set":[50],"concrete":[52],"usecases":[53],"on":[54,122],"how":[55],"BigDebug":[56,77,102,131,153],"can":[57],"help":[58],"debug":[59,67],"Big":[60],"Data":[61],"Applications":[62],"by":[63],"providing":[64],"interactive,":[65],"realtime":[66],"primitives.":[68],"emulate":[70],"step-wise":[72],"without":[74,89],"reducing":[75],"throughput,":[76],"provides":[78,103],"simulated":[79],"breakpoints":[80],"to":[81,85,110,135,141],"enable":[82,107],"user":[84,109],"inspect":[86],"program":[88,137],"actually":[90],"pausing":[91],"entire":[93],"computation.":[94],"minimize":[96],"unnecessary":[97],"communication":[98],"data":[100,113,121],"transfer,":[101],"on-demand":[104],"watchpoints":[105],"that":[106,151],"retrieve":[111],"intermediate":[112],"using":[114],"guard":[116],"transfer":[118],"selected":[120],"demand.":[123],"systematic":[126],"efficient":[128],"trial-and-error":[129],"also":[132],"enables":[133],"users":[134],"change":[136],"logic":[138],"response":[140],"an":[142],"error":[143],"at":[144,158],"runtime":[145],"replay":[147],"execution":[149],"from":[150],"step.":[152],"is":[154],"available":[155],"for":[156],"download":[157],"http://web.cs.ucla.edu/~miryung/software.html":[159]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":4}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
