{"id":"https://openalex.org/W4415934191","doi":"https://doi.org/10.1109/nof66640.2025.11223291","title":"SLA-Centric Automated Algorithm Selection Framework for Cloud Environments","display_name":"SLA-Centric Automated Algorithm Selection Framework for Cloud Environments","publication_year":2025,"publication_date":"2025-09-30","ids":{"openalex":"https://openalex.org/W4415934191","doi":"https://doi.org/10.1109/nof66640.2025.11223291"},"language":null,"primary_location":{"id":"doi:10.1109/nof66640.2025.11223291","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nof66640.2025.11223291","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 16th International Conference on Network of the Future (NoF)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5061450269","display_name":"Siana Rizwan","orcid":null},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Siana Rizwan","raw_affiliation_strings":["Queen&#x2019;s University,School of Computing,Kingston,Ontario,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queen&#x2019;s University,School of Computing,Kingston,Ontario,Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083897671","display_name":"Tasnim Ahmed","orcid":"https://orcid.org/0000-0002-0799-1180"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tasnim Ahmed","raw_affiliation_strings":["Queen&#x2019;s University,School of Computing,Kingston,Ontario,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queen&#x2019;s University,School of Computing,Kingston,Ontario,Canada","institution_ids":["https://openalex.org/I204722609"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032858073","display_name":"Salimur Choudhury","orcid":"https://orcid.org/0000-0002-3187-112X"},"institutions":[{"id":"https://openalex.org/I204722609","display_name":"Queen's University","ror":"https://ror.org/02y72wh86","country_code":"CA","type":"education","lineage":["https://openalex.org/I204722609"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Salimur Choudhury","raw_affiliation_strings":["Queen&#x2019;s University,School of Computing,Kingston,Ontario,Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queen&#x2019;s University,School of Computing,Kingston,Ontario,Canada","institution_ids":["https://openalex.org/I204722609"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204722609"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"106","last_page":"110"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.7968000173568726,"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":0.7968000173568726,"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":0.050200000405311584,"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":0.040699999779462814,"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/cloud-computing","display_name":"Cloud computing","score":0.808899998664856},{"id":"https://openalex.org/keywords/knapsack-problem","display_name":"Knapsack problem","score":0.4812999963760376},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4528999924659729},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.4375},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.3799000084400177},{"id":"https://openalex.org/keywords/cloud-service-provider","display_name":"Cloud service provider","score":0.3718999922275543},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.34369999170303345},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.3391999900341034}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.808899998664856},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7602999806404114},{"id":"https://openalex.org/C113138325","wikidata":"https://www.wikidata.org/wiki/Q864457","display_name":"Knapsack problem","level":2,"score":0.4812999963760376},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45840001106262207},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4528999924659729},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.4375},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4334999918937683},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39259999990463257},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3799000084400177},{"id":"https://openalex.org/C2983819522","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud service provider","level":4,"score":0.3718999922275543},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.34369999170303345},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.3391999900341034},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.3359000086784363},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.3328999876976013},{"id":"https://openalex.org/C116537","wikidata":"https://www.wikidata.org/wiki/Q2169973","display_name":"Service provider","level":3,"score":0.3221000134944916},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.3190000057220459},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3172000050544739},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.31060001254081726},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.3077999949455261},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.3012000024318695},{"id":"https://openalex.org/C35578498","wikidata":"https://www.wikidata.org/wiki/Q193424","display_name":"Web service","level":2,"score":0.2946000099182129},{"id":"https://openalex.org/C2778160497","wikidata":"https://www.wikidata.org/wiki/Q869830","display_name":"Service-level agreement","level":3,"score":0.2858000099658966},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2782000005245209},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.2777999937534332},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C148764684","wikidata":"https://www.wikidata.org/wiki/Q621751","display_name":"Approximation algorithm","level":2,"score":0.2621999979019165},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.258899986743927}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/nof66640.2025.11223291","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nof66640.2025.11223291","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 16th International Conference on Network of the Future (NoF)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2060331334","https://openalex.org/W2734645630","https://openalex.org/W3034686333","https://openalex.org/W3161198055","https://openalex.org/W3183924758","https://openalex.org/W3203933566","https://openalex.org/W4200462156","https://openalex.org/W4296757994","https://openalex.org/W4389081196"],"related_works":[],"abstract_inverted_index":{"Cloud":[0,14],"computing":[1],"offers":[2],"on-demand":[3],"resource":[4],"access,":[5],"regulated":[6],"by":[7],"Service-Level":[8],"Agreements":[9],"(SLAs)":[10],"between":[11],"consumers":[12],"and":[13,23,56,87,104,117,124],"Service":[15],"Providers":[16],"(CSPs).":[17],"SLA":[18,62],"violations":[19],"can":[20],"impact":[21,112],"efficiency":[22],"CSP":[24],"profitability.":[25],"In":[26],"this":[27],"work,":[28],"we":[29,97],"propose":[30],"an":[31,47,94],"SLA-aware":[32],"automated":[33],"algorithm-selection":[34],"framework":[35,45,68,100],"for":[36,90],"combinatorial":[37],"optimization":[38],"problems":[39],"in":[40,122],"resource-constrained":[41],"cloud":[42],"environments.":[43],"The":[44],"uses":[46],"ensemble":[48],"of":[49,113],"machine":[50],"learning":[51,115],"models":[52],"to":[53,69],"predict":[54],"performance":[55],"rank":[57],"algorithm-hardware":[58],"pairs":[59],"based":[60],"on":[61,101],"constraints.":[63],"We":[64,74],"also":[65],"apply":[66],"our":[67],"the":[70,99,111],"0-1":[71],"knapsack":[72],"problem.":[73],"curate":[75],"a":[76],"dataset":[77],"comprising":[78],"instance":[79],"specific":[80],"features":[81],"along":[82],"with":[83],"memory":[84],"usage,":[85],"runtime,":[86],"optimality":[88],"gap":[89],"6":[91],"algorithms.":[92],"As":[93],"empirical":[95],"benchmark,":[96],"evaluate":[98],"both":[102],"classification":[103],"regression":[105],"tasks.":[106],"Our":[107],"ablation":[108],"study":[109],"explores":[110],"hyperparameters,":[114],"approaches,":[116],"large":[118],"language":[119],"models\u2019":[120],"effectiveness":[121],"regression,":[123],"SHAP-based":[125],"interpretability.":[126]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-11-05T00:00:00"}
