{"id":"https://openalex.org/W4402569568","doi":"https://doi.org/10.1109/tnsm.2024.3462831","title":"Adaptive Feature Selection for Predicting Application Performance Degradation in Edge Cloud Environments","display_name":"Adaptive Feature Selection for Predicting Application Performance Degradation in Edge Cloud Environments","publication_year":2024,"publication_date":"2024-09-17","ids":{"openalex":"https://openalex.org/W4402569568","doi":"https://doi.org/10.1109/tnsm.2024.3462831"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2024.3462831","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2024.3462831","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-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/A5086077124","display_name":"Behshid Shayesteh","orcid":"https://orcid.org/0000-0002-3547-3903"},"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":"Behshid Shayesteh","raw_affiliation_strings":["Concordia Institute of Information System Engineering, Concordia University, Montreal, QC, Canada","Concordia Institute of Information System Engineering (CIISE), Concordia University, Montr&#x00E9;al, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0002-3547-3903","affiliations":[{"raw_affiliation_string":"Concordia Institute of Information System Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Concordia Institute of Information System Engineering (CIISE), Concordia University, Montr&#x00E9;al, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100897942","display_name":"Chunyan Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210094041","display_name":"Ericsson (Canada)","ror":"https://ror.org/00nas2c56","country_code":"CA","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210094041"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Chunyan Fu","raw_affiliation_strings":["Compute and Software Cloud Intelligence, Ericsson Research, Montreal, QC, Canada","Ericsson Research, Montr&#x00E9;al, QC, Canada"],"raw_orcid":"https://orcid.org/0009-0005-3932-6336","affiliations":[{"raw_affiliation_string":"Compute and Software Cloud Intelligence, Ericsson Research, Montreal, QC, Canada","institution_ids":["https://openalex.org/I4210094041"]},{"raw_affiliation_string":"Ericsson Research, Montr&#x00E9;al, QC, Canada","institution_ids":["https://openalex.org/I4210094041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023434379","display_name":"Amin Ebrahimzadeh","orcid":"https://orcid.org/0000-0002-1741-677X"},"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":"Amin Ebrahimzadeh","raw_affiliation_strings":["Concordia Institute of Information System Engineering, Concordia University, Montreal, QC, Canada","Concordia Institute of Information System Engineering (CIISE), Concordia University, Montr&#x00E9;al, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0002-1741-677X","affiliations":[{"raw_affiliation_string":"Concordia Institute of Information System Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Concordia Institute of Information System Engineering (CIISE), Concordia University, Montr&#x00E9;al, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041878389","display_name":"Roch Glitho","orcid":"https://orcid.org/0000-0002-7699-0296"},"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":"Roch H. Glitho","raw_affiliation_strings":["Concordia Institute of Information System Engineering, Concordia University, Montreal, QC, Canada","CIISE, Concordia University, Montr&#x00E9;al, QC, Canada"],"raw_orcid":"https://orcid.org/0000-0002-7699-0296","affiliations":[{"raw_affiliation_string":"Concordia Institute of Information System Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"CIISE, Concordia University, Montr&#x00E9;al, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6895,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.77376753,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"22","issue":"1","first_page":"121","last_page":"138"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9965000152587891,"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":0.9965000152587891,"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":0.9939000010490417,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9925000071525574,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8107918500900269},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6641368865966797},{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.6584582328796387},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6450371742248535},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5624091029167175},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.561188280582428},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4756593108177185},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30977320671081543},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09608563780784607},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09393221139907837}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8107918500900269},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6641368865966797},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.6584582328796387},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6450371742248535},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5624091029167175},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.561188280582428},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4756593108177185},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30977320671081543},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09608563780784607},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09393221139907837},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnsm.2024.3462831","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2024.3462831","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W2103946820","https://openalex.org/W2142812297","https://openalex.org/W2143991132","https://openalex.org/W2342942543","https://openalex.org/W2467405173","https://openalex.org/W2470039937","https://openalex.org/W2540977243","https://openalex.org/W2608159125","https://openalex.org/W2896963046","https://openalex.org/W2897176205","https://openalex.org/W2898017895","https://openalex.org/W2902784448","https://openalex.org/W2949449669","https://openalex.org/W2965015324","https://openalex.org/W2965577146","https://openalex.org/W2987893823","https://openalex.org/W2991050223","https://openalex.org/W2991056320","https://openalex.org/W2993599763","https://openalex.org/W3007719968","https://openalex.org/W3083580979","https://openalex.org/W3090661556","https://openalex.org/W3126172229","https://openalex.org/W3127303276","https://openalex.org/W3131645226","https://openalex.org/W3155575086","https://openalex.org/W3156127671","https://openalex.org/W3215753646","https://openalex.org/W4210645199","https://openalex.org/W4213435515","https://openalex.org/W4225709723","https://openalex.org/W4226265071","https://openalex.org/W4285131467","https://openalex.org/W4292941520","https://openalex.org/W4293731856","https://openalex.org/W4387870631","https://openalex.org/W4392567294","https://openalex.org/W6604828220","https://openalex.org/W6631190155","https://openalex.org/W6676179485","https://openalex.org/W6682132143","https://openalex.org/W6757107679","https://openalex.org/W6785726105","https://openalex.org/W6797949513"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W3150465815","https://openalex.org/W1997222214","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Applications":[0],"deployed":[1],"in":[2,75,101,117],"edge":[3,102],"cloud":[4],"environments":[5],"can":[6,49,176],"have":[7,157],"stringent":[8],"requirements":[9],"such":[10,30],"as":[11,31,132,134],"high":[12,15],"throughput":[13],"and":[14,104,137,141],"availability.":[16],"However,":[17],"these":[18,65],"applications":[19],"may":[20,68,115],"suffer":[21],"from":[22,195],"performance":[23,36,55,63,88,99,127],"degradation":[24,37,56,100],"caused":[25],"by":[26],"various":[27],"underlying":[28],"reasons":[29],"infrastructure-related":[32],"faults.":[33],"Handling":[34],"application":[35,45,54,87,98],"proactively":[38],"is":[39,170],"thus":[40],"critical":[41],"for":[42,81,86,108,191],"maintaining":[43],"the":[44,76,83,111,129,139,143,147,150,153,173,196],"Quality-of-Service":[46],"(QoS).":[47],"This":[48,120],"be":[50],"achieved":[51],"through":[52],"predicting":[53],"using":[57,126],"Machine":[58],"Learning":[59],"(ML)":[60],"models.":[61],"The":[62],"of":[64,78,128,152,161],"ML":[66,84],"models":[67],"degrade":[69],"over":[70],"time":[71],"due":[72],"to":[73,110,146,179,184],"changes":[74],"relevancy":[77],"features":[79,140],"used":[80],"training":[82],"model":[85,131,145],"degradation,":[89],"i.e.,":[90],"feature":[91,112,124,135,154,192],"drift.":[92,155],"In":[93],"this":[94,118],"paper,":[95],"we":[96],"predict":[97],"clouds":[103],"propose":[105],"a":[106,123,159,166],"framework":[107,121,164,175],"adapting":[109],"drifts":[113],"that":[114,172],"occur":[116],"environment.":[119],"detects":[122],"drift":[125,148,193],"prediction":[130,144],"well":[133],"importance,":[136],"updates":[138],"adapts":[142],"considering":[149],"severity":[151],"We":[156],"built":[158],"proof-of-concept":[160],"our":[162],"proposed":[163,174],"on":[165],"Kubernetes":[167],"testbed.":[168],"It":[169],"demonstrated":[171],"achieve":[177],"up":[178],"9.1%":[180],"higher":[181],"F1-score":[182],"compared":[183],"Dynamic":[185],"Correlation-based":[186],"Feature":[187],"Selection":[188],"(DCFS)":[189],"approach":[190],"adaptation":[194],"literature.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
