{"id":"https://openalex.org/W4320497337","doi":"https://doi.org/10.1186/s13677-023-00398-7","title":"A microservice regression testing selection approach based on belief propagation","display_name":"A microservice regression testing selection approach based on belief propagation","publication_year":2023,"publication_date":"2023-02-13","ids":{"openalex":"https://openalex.org/W4320497337","doi":"https://doi.org/10.1186/s13677-023-00398-7"},"language":"en","primary_location":{"id":"doi:10.1186/s13677-023-00398-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00398-7","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00398-7","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00398-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085357021","display_name":"Li-zhe Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Li-zhe Chen","raw_affiliation_strings":["School of Computer Science and Engineering, Beijing University of Aeronautics and Astronautics, Beijing, 100191, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beijing University of Aeronautics and Astronautics, Beijing, 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010193820","display_name":"Ji Wu","orcid":"https://orcid.org/0000-0002-5511-5361"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ji Wu","raw_affiliation_strings":["School of Computer Science and Engineering, Beijing University of Aeronautics and Astronautics, Beijing, 100191, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beijing University of Aeronautics and Astronautics, Beijing, 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103025726","display_name":"Haiyan Yang","orcid":"https://orcid.org/0000-0003-3718-4686"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hai-yan Yang","raw_affiliation_strings":["School of Computer Science and Engineering, Beijing University of Aeronautics and Astronautics, Beijing, 100191, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beijing University of Aeronautics and Astronautics, Beijing, 100191, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100435165","display_name":"Kui Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kui Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Beijing University of Aeronautics and Astronautics, Beijing, 100191, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beijing University of Aeronautics and Astronautics, Beijing, 100191, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5085357021"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":{"value":990,"currency":"GBP","value_usd":1214},"apc_paid":{"value":990,"currency":"GBP","value_usd":1214},"fwci":2.169,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.91682679,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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":0.9998999834060669,"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/T10260","display_name":"Software Engineering Research","score":0.9993000030517578,"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/regression-testing","display_name":"Regression testing","score":0.8235323429107666},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8130834102630615},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.5574808716773987},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48686733841896057},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.45948466658592224},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4567384421825409},{"id":"https://openalex.org/keywords/test-suite","display_name":"Test suite","score":0.43825897574424744},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.4107925295829773},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4079374372959137},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40236207842826843},{"id":"https://openalex.org/keywords/test-case","display_name":"Test case","score":0.35593295097351074},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32372891902923584},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.1053379476070404},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.1002078652381897},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.0834248960018158},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08192595839500427}],"concepts":[{"id":"https://openalex.org/C161821725","wikidata":"https://www.wikidata.org/wiki/Q917415","display_name":"Regression testing","level":5,"score":0.8235323429107666},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8130834102630615},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5574808716773987},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48686733841896057},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.45948466658592224},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4567384421825409},{"id":"https://openalex.org/C151552104","wikidata":"https://www.wikidata.org/wiki/Q7705809","display_name":"Test suite","level":4,"score":0.43825897574424744},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.4107925295829773},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4079374372959137},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40236207842826843},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.35593295097351074},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32372891902923584},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.1053379476070404},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.1002078652381897},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0834248960018158},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08192595839500427},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13677-023-00398-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00398-7","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00398-7","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:05ec0cd70f4445b08268bbe145c48173","is_oa":true,"landing_page_url":"https://doaj.org/article/05ec0cd70f4445b08268bbe145c48173","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Cloud Computing: Advances, Systems and Applications, Vol 12, Iss 1, Pp 1-21 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13677-023-00398-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00398-7","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00398-7","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4300000071525574}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321125","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4320497337.pdf"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W48172631","https://openalex.org/W94191208","https://openalex.org/W1541128807","https://openalex.org/W1800926529","https://openalex.org/W1983555736","https://openalex.org/W1985896931","https://openalex.org/W2014515160","https://openalex.org/W2020538887","https://openalex.org/W2059776925","https://openalex.org/W2080021295","https://openalex.org/W2080151523","https://openalex.org/W2141195304","https://openalex.org/W2283773421","https://openalex.org/W2754219089","https://openalex.org/W2795652753","https://openalex.org/W2929856585","https://openalex.org/W2944673152","https://openalex.org/W2952188922","https://openalex.org/W2963561542","https://openalex.org/W2972487936","https://openalex.org/W2984039450","https://openalex.org/W3141397064","https://openalex.org/W4210636110","https://openalex.org/W4232776699","https://openalex.org/W4233101893","https://openalex.org/W4234018049","https://openalex.org/W4239016065","https://openalex.org/W4247794137","https://openalex.org/W4297933905","https://openalex.org/W4299355055"],"related_works":["https://openalex.org/W1978406750","https://openalex.org/W2054959879","https://openalex.org/W2243231242","https://openalex.org/W3134448717","https://openalex.org/W2028796071","https://openalex.org/W2795302276","https://openalex.org/W2052414005","https://openalex.org/W2187337904","https://openalex.org/W1974262535","https://openalex.org/W2129761255"],"abstract_inverted_index":{"Abstract":[0],"Regression":[1],"testing":[2,43,135],"is":[3,18,46,59],"required":[4,52],"to":[5,23,38,48],"assure":[6],"the":[7,116,158,169,188],"quality":[8],"of":[9,12,20,63,80,118,160,173],"each":[10],"iteration":[11],"microservice":[13,41,64],"systems.":[14,65],"Test":[15],"case":[16],"selection":[17,136],"one":[19],"main":[21],"techniques":[22,28],"optimize":[24],"regression":[25,42,134],"testing.":[26],"Existing":[27],"mainly":[29],"involve":[30],"artifacts":[31,53,81],"acquisition,":[32],"processing":[33],"and":[34,50,102,132,163,177,191],"maintenance,":[35],"thus":[36],"hard":[37],"apply":[39],"in":[40,61],"since":[44],"it":[45],"difficult":[47],"obtain":[49],"process":[51],"from":[54,88],"multiple":[55],"development":[56],"teams,":[57],"which":[58,74],"normal":[60],"cases":[62,105,162],"This":[66],"paper":[67],"proposes":[68],"a":[69,99,133],"novel":[70],"approach,":[71],"namely":[72],"MRTS-BP,":[73,119],"takes":[75],"API":[76,89],"gateway":[77,90],"logs":[78],"instead":[79],"as":[82],"inputs.":[83],"By":[84],"mining":[85],"service":[86,94],"dependencies":[87],"logs,":[91],"MRTS-BP":[92,153,179],"analyzes":[93],"change":[95],"impacts":[96],"based":[97,109,122,138],"on":[98,110,123,139],"propagation":[100],"calculation,":[101],"selects":[103],"test":[104,161,175],"affected":[106],"by":[107],"changes":[108],"impact":[111],"degree":[112],"values.":[113],"To":[114],"evaluate":[115],"effectiveness":[117],"empirical":[120],"studies":[121],"four":[124],"real":[125],"deployed":[126],"systems":[127],"are":[128,145],"presented.":[129],"Retest-all":[130],"strategy":[131],"approach":[137],"control":[140],"flow":[141],"graphs":[142],"called":[143],"RTS-CFG":[144,186],"compared":[146],"with":[147,187],"MRTS-BP.":[148],"The":[149],"results":[150],"show":[151],"that,":[152],"can":[154,180],"significantly":[155],"reduce":[156],"both":[157],"number":[159],"overall":[164],"time":[165,183],"cost":[166,184],"while":[167],"maintaining":[168],"fault":[170],"detection":[171],"capability":[172],"selected":[174],"suite,":[176],"that":[178],"save":[181],"more":[182],"than":[185],"similar":[189],"safety":[190],"precision.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}