{"id":"https://openalex.org/W3047692596","doi":"https://doi.org/10.1109/icst46399.2020.00048","title":"Poster: Performance Testing Driven by Reinforcement Learning","display_name":"Poster: Performance Testing Driven by Reinforcement Learning","publication_year":2020,"publication_date":"2020-08-05","ids":{"openalex":"https://openalex.org/W3047692596","doi":"https://doi.org/10.1109/icst46399.2020.00048","mag":"3047692596"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/icst46399.2020.00048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5063443669","display_name":"Mahshid Helali Moghadam","orcid":"https://orcid.org/0000-0003-3354-1463"},"institutions":[{"id":"https://openalex.org/I2800664555","display_name":"RISE Research Institutes of Sweden","ror":"https://ror.org/03nnxqz81","country_code":"SE","type":"other","lineage":["https://openalex.org/I2800664555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Mahshid Helali Moghadam","raw_affiliation_strings":["RISE Research Institutes of Sweden, Sweden"],"affiliations":[{"raw_affiliation_string":"RISE Research Institutes of Sweden, Sweden","institution_ids":["https://openalex.org/I2800664555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004738250","display_name":"Mehrdad Saadatmand","orcid":"https://orcid.org/0000-0002-1512-0844"},"institutions":[{"id":"https://openalex.org/I2800664555","display_name":"RISE Research Institutes of Sweden","ror":"https://ror.org/03nnxqz81","country_code":"SE","type":"other","lineage":["https://openalex.org/I2800664555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Mehrdad Saadatmand","raw_affiliation_strings":["RISE Research Institutes of Sweden, Sweden"],"affiliations":[{"raw_affiliation_string":"RISE Research Institutes of Sweden, Sweden","institution_ids":["https://openalex.org/I2800664555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004374106","display_name":"Markus Borg","orcid":"https://orcid.org/0000-0001-7879-4371"},"institutions":[{"id":"https://openalex.org/I2800664555","display_name":"RISE Research Institutes of Sweden","ror":"https://ror.org/03nnxqz81","country_code":"SE","type":"other","lineage":["https://openalex.org/I2800664555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Markus Borg","raw_affiliation_strings":["RISE Research Institutes of Sweden, Sweden"],"affiliations":[{"raw_affiliation_string":"RISE Research Institutes of Sweden, Sweden","institution_ids":["https://openalex.org/I2800664555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021919739","display_name":"Markus Bohlin","orcid":"https://orcid.org/0000-0003-1597-6738"},"institutions":[{"id":"https://openalex.org/I2800664555","display_name":"RISE Research Institutes of Sweden","ror":"https://ror.org/03nnxqz81","country_code":"SE","type":"other","lineage":["https://openalex.org/I2800664555"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Markus Bohlin","raw_affiliation_strings":["RISE Research Institutes of Sweden, Sweden"],"affiliations":[{"raw_affiliation_string":"RISE Research Institutes of Sweden, Sweden","institution_ids":["https://openalex.org/I2800664555"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062612658","display_name":"Bj\u00f6rn Lisper","orcid":"https://orcid.org/0000-0001-5297-6548"},"institutions":[{"id":"https://openalex.org/I82509713","display_name":"M\u00e4lardalen University","ror":"https://ror.org/033vfbz75","country_code":"SE","type":"education","lineage":["https://openalex.org/I82509713"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Bjorn Lisper","raw_affiliation_strings":["M\u00e4lardalen University, V\u00e4ster\u00e5s, Sweden"],"affiliations":[{"raw_affiliation_string":"M\u00e4lardalen University, V\u00e4ster\u00e5s, Sweden","institution_ids":["https://openalex.org/I82509713"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.996,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.758452,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":82,"max":84},"biblio":{"volume":null,"issue":null,"first_page":"402","last_page":"405"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9999,"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":0.9999,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9992,"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.9992,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/white-box-testing","display_name":"White-box testing","score":0.6370427},{"id":"https://openalex.org/keywords/software-performance-testing","display_name":"Software performance testing","score":0.5902465},{"id":"https://openalex.org/keywords/system-under-test","display_name":"System under test","score":0.5300674},{"id":"https://openalex.org/keywords/test-management-approach","display_name":"Test Management Approach","score":0.5044671},{"id":"https://openalex.org/keywords/code-coverage","display_name":"Code coverage","score":0.4411773},{"id":"https://openalex.org/keywords/non-regression-testing","display_name":"Non-regression testing","score":0.41998407},{"id":"https://openalex.org/keywords/system-testing","display_name":"System testing","score":0.41196704}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.765627},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7320815},{"id":"https://openalex.org/C162443782","wikidata":"https://www.wikidata.org/wiki/Q1066228","display_name":"White-box testing","level":5,"score":0.6370427},{"id":"https://openalex.org/C178059732","wikidata":"https://www.wikidata.org/wiki/Q1982529","display_name":"Software performance testing","level":5,"score":0.5902465},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.57228},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5531086},{"id":"https://openalex.org/C108913964","wikidata":"https://www.wikidata.org/wiki/Q2376856","display_name":"System under test","level":4,"score":0.5300674},{"id":"https://openalex.org/C7435765","wikidata":"https://www.wikidata.org/wiki/Q7705776","display_name":"Test Management Approach","level":5,"score":0.5044671},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.47444737},{"id":"https://openalex.org/C53942775","wikidata":"https://www.wikidata.org/wiki/Q1211721","display_name":"Code coverage","level":3,"score":0.4411773},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4309994},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4236662},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.42021734},{"id":"https://openalex.org/C86469151","wikidata":"https://www.wikidata.org/wiki/Q917415","display_name":"Non-regression testing","level":5,"score":0.41998407},{"id":"https://openalex.org/C7166840","wikidata":"https://www.wikidata.org/wiki/Q1199682","display_name":"System testing","level":2,"score":0.41196704},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3996572},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39190948},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.3575833},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32758027},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.29077807},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.15070134},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14045},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09548515},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/icst46399.2020.00048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":21,"referenced_works":["https://openalex.org/W1978687257","https://openalex.org/W2023740829","https://openalex.org/W2030124341","https://openalex.org/W2076880263","https://openalex.org/W2107484131","https://openalex.org/W2109754780","https://openalex.org/W2112126710","https://openalex.org/W2121863487","https://openalex.org/W2154785530","https://openalex.org/W2156019986","https://openalex.org/W2401491413","https://openalex.org/W2535955154","https://openalex.org/W2786721089","https://openalex.org/W2795430344","https://openalex.org/W2915592094","https://openalex.org/W2950916353","https://openalex.org/W2951457852","https://openalex.org/W2991561094","https://openalex.org/W3149216967","https://openalex.org/W4214717370","https://openalex.org/W4361785283"],"related_works":["https://openalex.org/W4362519115","https://openalex.org/W3214776400","https://openalex.org/W3132885237","https://openalex.org/W2767512594","https://openalex.org/W2387992358","https://openalex.org/W2384797600","https://openalex.org/W2365111262","https://openalex.org/W2331368077","https://openalex.org/W2098804367","https://openalex.org/W2051264696"],"abstract_inverted_index":{"Performance":[0],"testing":[1,114,125,129,137,152,162,198,242,259],"remains":[2],"a":[3,52,166,254],"challenge,":[4],"particularly":[5],"for":[6,25],"complex":[7],"systems.":[8],"Different":[9],"application-,":[10],"platform-":[11,27,187],"and":[12,28,45,59,87,135,146,174,188,205,213,223,227,252],"workload-based":[13,29,189],"factors":[14],"can":[15,84,110,120,141],"influence":[16],"the":[17,69,72,91,95,102,117,151,182,196,219,225,230,238,248],"performance":[18,54,161,241],"of":[19,133,210,221,229],"software":[20],"under":[21],"test.":[22],"Common":[23],"approaches":[24],"generating":[26],"test":[30,75,81,97,108,190,249],"conditions":[31,191,250],"are":[32],"often":[33,57],"based":[34,47],"on":[35],"system":[36,203],"model":[37,55,204],"or":[38],"source":[39,206],"code":[40],"analysis,":[41],"real":[42],"usage":[43],"modeling":[44],"use-case":[46],"design":[48],"techniques.":[49],"Nonetheless,":[50],"creating":[51],"detailed":[53],"is":[56,178,244],"difficult,":[58],"also":[60],"those":[61],"artifacts":[62],"might":[63],"not":[64],"be":[65,111,121],"always":[66],"available":[67],"during":[68],"testing.":[70],"On":[71],"other":[73],"hand,":[74],"automation":[76],"solutions":[77],"such":[78,127],"as":[79,128],"automated":[80],"case":[82],"generation":[83],"enable":[85],"effort":[86],"cost":[88,145],"reduction":[89],"with":[90],"potential":[92],"to":[93,106,143,180,185,202,217,246,257],"improve":[94,224],"intended":[96,197],"criteria":[98],"coverage.":[99],"Furthermore,":[100],"if":[101],"optimal":[103,183],"way":[104,255],"(policy)":[105],"generate":[107,186,247],"cases":[109],"learnt":[112,118],"by":[113,171],"system,":[115],"then":[116],"policy":[119,184],"reused":[122],"in":[123,150,194,253],"further":[124],"situations":[126],"variants,":[130],"evolved":[131],"versions":[132],"software,":[134],"different":[136],"scenarios.":[138],"This":[139],"capability":[140],"lead":[142],"additional":[144],"computation":[147],"time":[148],"saving":[149],"process.":[153],"In":[154],"this":[155],"research,":[156],"we":[157],"present":[158],"an":[159],"autonomous":[160,240],"framework":[163,243],"which":[164,192],"uses":[165],"model-free":[167],"reinforcement":[168],"learning":[169],"augmented":[170],"fuzzy":[172,211],"logic":[173,212],"self-adaptive":[175,214],"strategies.":[176],"It":[177],"able":[179,245],"learn":[181],"result":[193],"meeting":[195],"objective":[199],"without":[200],"access":[201],"code.":[207],"The":[208],"use":[209],"strategy":[215],"helps":[216],"tackle":[218],"issue":[220],"uncertainty":[222],"accuracy":[226],"adaptivity":[228],"proposed":[231,239],"learning.":[232],"Our":[233],"evaluation":[234],"experiments":[235],"show":[236],"that":[237],"efficiently":[251],"adaptive":[256],"varying":[258],"situations.":[260]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W3047692596","counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2025-01-18T10:36:03.299205","created_date":"2020-08-13"}