{"id":"https://openalex.org/W3194274259","doi":"https://doi.org/10.1145/3468264.3468613","title":"Would you like a quick peek? providing logging support to monitor data processing in big data applications","display_name":"Would you like a quick peek? providing logging support to monitor data processing in big data applications","publication_year":2021,"publication_date":"2021-08-18","ids":{"openalex":"https://openalex.org/W3194274259","doi":"https://doi.org/10.1145/3468264.3468613","mag":"3194274259"},"language":"en","primary_location":{"id":"doi:10.1145/3468264.3468613","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3468264.3468613","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 29th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering","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/A5100769601","display_name":"Zehao Wang","orcid":"https://orcid.org/0000-0003-4267-5359"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Zehao Wang","raw_affiliation_strings":["Concordia University, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia University, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100765845","display_name":"Haoxiang Zhang","orcid":"https://orcid.org/0000-0002-3921-1724"},"institutions":[{"id":"https://openalex.org/I4210115038","display_name":"Huawei Technologies (Canada)","ror":"https://ror.org/026venb53","country_code":"CA","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210115038"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Haoxiang Zhang","raw_affiliation_strings":["Huawei, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huawei, Canada","institution_ids":["https://openalex.org/I4210115038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069372430","display_name":"Tse-Hsun Chen","orcid":"https://orcid.org/0000-0003-4027-0905"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tse-Hsun (Peter) Chen","raw_affiliation_strings":["Concordia University, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia University, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100664826","display_name":"Shaowei Wang","orcid":"https://orcid.org/0000-0002-3252-6264"},"institutions":[{"id":"https://openalex.org/I46247651","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938","country_code":"CA","type":"education","lineage":["https://openalex.org/I46247651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Shaowei Wang","raw_affiliation_strings":["University of Manitoba, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Manitoba, Canada","institution_ids":["https://openalex.org/I46247651"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0634,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.78308776,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"516","last_page":"526"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":1.0,"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":1.0,"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/T10260","display_name":"Software Engineering Research","score":0.9934999942779541,"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/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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.818168580532074},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.801455020904541},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.7133083343505859},{"id":"https://openalex.org/keywords/debugging","display_name":"Debugging","score":0.6599810719490051},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.4950622618198395},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.4682064652442932},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.4550524652004242},{"id":"https://openalex.org/keywords/data-processing","display_name":"Data processing","score":0.4490179419517517},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2557246685028076},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.214165598154068},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1286245882511139}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.818168580532074},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.801455020904541},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.7133083343505859},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.6599810719490051},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.4950622618198395},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.4682064652442932},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.4550524652004242},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.4490179419517517},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2557246685028076},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.214165598154068},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1286245882511139},{"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:10.1145/3468264.3468613","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3468264.3468613","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 29th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5199999809265137,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1714723801","https://openalex.org/W1966976587","https://openalex.org/W2010959782","https://openalex.org/W2013901208","https://openalex.org/W2039157918","https://openalex.org/W2062666593","https://openalex.org/W2079756993","https://openalex.org/W2088727885","https://openalex.org/W2093400716","https://openalex.org/W2095839586","https://openalex.org/W2109178099","https://openalex.org/W2137723287","https://openalex.org/W2149207009","https://openalex.org/W2159096955","https://openalex.org/W2170890990","https://openalex.org/W2285144687","https://openalex.org/W2384569204","https://openalex.org/W2511548333","https://openalex.org/W2757656223","https://openalex.org/W2758552291","https://openalex.org/W2759023773","https://openalex.org/W2789282297","https://openalex.org/W2794673032","https://openalex.org/W2888491619","https://openalex.org/W2897316866","https://openalex.org/W2899327512","https://openalex.org/W2953520354","https://openalex.org/W2962771808","https://openalex.org/W2966880642","https://openalex.org/W2999614244","https://openalex.org/W3005940936","https://openalex.org/W3013171296","https://openalex.org/W3119029787","https://openalex.org/W3162546773","https://openalex.org/W4242010563","https://openalex.org/W4242838928","https://openalex.org/W4244520147","https://openalex.org/W4245869620"],"related_works":["https://openalex.org/W4321442002","https://openalex.org/W2015265939","https://openalex.org/W2284072287","https://openalex.org/W2611067230","https://openalex.org/W2480201319","https://openalex.org/W2387706296","https://openalex.org/W2766461310","https://openalex.org/W4247566972","https://openalex.org/W3202731209","https://openalex.org/W3211874991"],"abstract_inverted_index":{"To":[0],"analyze":[1],"large-scale":[2],"data":[3,10,18,33,67,78,145,214,240,258],"efficiently,":[4],"developers":[5,24,40,110,123,202,254],"have":[6],"created":[7],"various":[8],"big":[9,17,66,77,213,239,257],"processing":[11,19,146,178,241],"frameworks":[12,20],"(e.g.,":[13],"Apache":[14],"Spark).":[15],"These":[16],"provide":[21],"abstractions":[22],"to":[23,43,50,59,95,132,182,194,211,237],"so":[25],"that":[26,107,162,204],"they":[27],"can":[28,108,206],"focus":[29],"on":[30,92,156,248],"implementing":[31],"the":[32,60,63,101,188,195,208,219],"analysis":[34],"logic.":[35],"In":[36,80],"traditional":[37],"software":[38],"systems,":[39],"leverage":[41],"logging":[42],"monitor":[44],"applications":[45,215],"and":[46,54,62,100,113,136,140,160,186,218,243],"record":[47],"intermediate":[48,138],"states":[49],"assist":[51,109],"workload":[52],"understanding":[53],"issue":[55],"diagnosis.":[56,114],"However,":[57],"due":[58],"abstraction":[61],"peculiarity":[64],"of":[65,103,148,225,232],"frameworks,":[68,242],"there":[69],"is":[70],"currently":[71],"no":[72],"effective":[73],"monitoring":[74,125,256],"approach":[75],"for":[76,143,227],"applications.":[79,127,259],"this":[81],"paper,":[82],"we":[83,116],"first":[84],"manually":[85],"study":[86,96,199,245],"1,000":[87],"randomly":[88],"sampled":[89],"Spark-related":[90],"questions":[91],"Stack":[93],"Overflow":[94],"their":[97],"root":[98],"causes":[99],"type":[102],"information,":[104],"if":[105],"recorded,":[106],"with":[111,124,200,255],"motioning":[112],"Then,":[115],"design":[117],"an":[118,223],"approach,":[119],"DPLOG,":[120,185],"which":[121],"assists":[122],"Spark":[126],"DPLOG":[128,155,163,205,222,233],"leverages":[129],"statistical":[130],"sampling":[131],"minimize":[133],"performance":[134],"overhead":[135,168,189],"provides":[137],"information":[139],"hint/warning":[141],"messages":[142],"each":[144],"step":[147],"a":[149,165],"chained":[150],"method":[151],"pipeline.":[152],"We":[153],"evaluate":[154],"six":[157],"benchmarking":[158],"programs":[159],"find":[161],"has":[164],"relatively":[166],"small":[167],"(i.e.,":[169],"less":[170],"than":[171],"10%":[172],"increase":[173],"in":[174,252],"response":[175],"time":[176,210],"when":[177],"5GB":[179],"data)":[180],"compared":[181,193],"without":[183],"using":[184],"reduce":[187,207],"by":[190,216],"over":[191],"500%":[192],"baseline.":[196],"Our":[197],"user":[198],"20":[201],"shows":[203],"needed":[209],"debug":[212],"63%":[217],"participants":[220],"give":[221],"average":[224],"4.85/5":[226],"its":[228],"usefulness.":[229],"The":[230],"idea":[231],"may":[234],"be":[235],"applied":[236],"other":[238],"our":[244],"sheds":[246],"light":[247],"future":[249],"research":[250],"opportunities":[251],"assisting":[253]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}