{"id":"https://openalex.org/W7116704463","doi":"https://doi.org/10.23919/cnsm67658.2025.11297462","title":"Machine Learning for Performance Optimization in Resource-Constrained Environments","display_name":"Machine Learning for Performance Optimization in Resource-Constrained Environments","publication_year":2025,"publication_date":"2025-10-27","ids":{"openalex":"https://openalex.org/W7116704463","doi":"https://doi.org/10.23919/cnsm67658.2025.11297462"},"language":"en","primary_location":{"id":"doi:10.23919/cnsm67658.2025.11297462","is_oa":false,"landing_page_url":"https://doi.org/10.23919/cnsm67658.2025.11297462","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21st International Conference on Network and Service Management (CNSM)","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/A5092907262","display_name":"Edoardo Di","orcid":null},"institutions":[{"id":"https://openalex.org/I201324441","display_name":"University of Ferrara","ror":"https://ror.org/041zkgm14","country_code":"IT","type":"education","lineage":["https://openalex.org/I201324441"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Edoardo Di Caro","raw_affiliation_strings":["University of Ferrara,Distributed Systems Research Group,Ferrara,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ferrara,Distributed Systems Research Group,Ferrara,Italy","institution_ids":["https://openalex.org/I201324441"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067650842","display_name":"Mauro Tortonesi","orcid":"https://orcid.org/0000-0002-7417-4455"},"institutions":[{"id":"https://openalex.org/I201324441","display_name":"University of Ferrara","ror":"https://ror.org/041zkgm14","country_code":"IT","type":"education","lineage":["https://openalex.org/I201324441"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mauro Tortonesi","raw_affiliation_strings":["University of Ferrara,Distributed Systems Research Group,Ferrara,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Ferrara,Distributed Systems Research Group,Ferrara,Italy","institution_ids":["https://openalex.org/I201324441"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I201324441"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.52566674,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.5295000076293945,"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":0.5295000076293945,"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.1647000014781952,"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"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.0272000003606081,"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/software-deployment","display_name":"Software deployment","score":0.6166999936103821},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.412200003862381},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.3749000132083893},{"id":"https://openalex.org/keywords/scarcity","display_name":"Scarcity","score":0.3481000065803528},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.3467999994754791},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.3391000032424927}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6955000162124634},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6166999936103821},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5705000162124634},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5435000061988831},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.412200003862381},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3749000132083893},{"id":"https://openalex.org/C109747225","wikidata":"https://www.wikidata.org/wiki/Q815758","display_name":"Scarcity","level":2,"score":0.3481000065803528},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3467999994754791},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.3391000032424927},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.32760000228881836},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.30399999022483826},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.2939999997615814},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2874999940395355},{"id":"https://openalex.org/C34585555","wikidata":"https://www.wikidata.org/wiki/Q1368723","display_name":"Learning curve","level":2,"score":0.25360000133514404}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.23919/cnsm67658.2025.11297462","is_oa":false,"landing_page_url":"https://doi.org/10.23919/cnsm67658.2025.11297462","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 21st International Conference on Network and Service Management (CNSM)","raw_type":"proceedings-article"},{"id":"pmh:oai:sfera.unife.it:11392/2613501","is_oa":false,"landing_page_url":"https://hdl.handle.net/11392/2613501","pdf_url":null,"source":{"id":"https://openalex.org/S4306400369","display_name":"Institutional Research Information System University of Ferrara (University of Ferrara)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201324441","host_organization_name":"University of Ferrara","host_organization_lineage":["https://openalex.org/I201324441"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.42085012793540955}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2218937857","https://openalex.org/W2809898198","https://openalex.org/W2941584439","https://openalex.org/W2949676527","https://openalex.org/W3043320740","https://openalex.org/W3113276585","https://openalex.org/W3215207281","https://openalex.org/W4289520498","https://openalex.org/W4320031252","https://openalex.org/W4365504037","https://openalex.org/W4405104079"],"related_works":[],"abstract_inverted_index":{"The":[0],"rapid":[1],"growth":[2],"of":[3,26,75,81,129,138,165,171],"digital":[4],"technology":[5],"has":[6,20],"significantly":[7,133],"increased":[8],"reliance":[9],"on":[10],"computer":[11],"systems":[12,64,114],"across":[13],"many":[14],"different":[15],"fields.":[16],"This":[17],"widespread":[18],"adoption":[19],"also":[21],"led":[22],"to":[23,52,65,101,104,115],"the":[24,127,136,163,166],"deployment":[25],"devices":[27],"in":[28,67,142],"challenging":[29],"scenarios":[30,143],"characterized":[31],"by":[32,98,135],"limited":[33,83,134,145],"resources,":[34],"such":[35],"as":[36,155],"constrained":[37],"computational":[38],"capabilities":[39],"or":[40,78],"unreliable":[41],"communication.":[42],"These":[43],"environments":[44],"require":[45],"alternative,":[46],"innovative":[47],"solutions,":[48],"often":[49],"specifically":[50],"tailored":[51],"individual":[53],"use":[54,80],"cases.":[55],"However,":[56,126],"if":[57],"operational":[58],"conditions":[59],"change":[60],"at":[61,118],"runtime,":[62,119],"causing":[63],"function":[66],"unforeseen":[68],"scenarios,":[69],"there":[70],"is":[71,132],"a":[72,156],"considerable":[73],"risk":[74],"performance":[76],"degradation":[77],"inefficient":[79],"already":[82],"and":[84,111,124,168],"valuable":[85],"resources.":[86,146],"To":[87,147],"address":[88],"these":[89],"complexities,":[90],"Machine":[91],"Learning":[92],"(ML)":[93],"methods":[94],"offer":[95],"significant":[96],"potential":[97],"enabling":[99],"system":[100],"autonomously":[102],"adapt":[103],"evolving":[105],"conditions.":[106],"Techniques":[107],"including":[108],"predictive":[109],"analytics":[110],"self-optimization":[112],"allow":[113],"intelligently":[116],"adjust":[117],"dynamically":[120],"optimizing":[121],"resource":[122],"usage":[123],"performance.":[125],"effectiveness":[128,164],"ML-driven":[130],"optimization":[131],"scarcity":[137],"realistic":[139],"data,":[140],"particularly":[141],"involving":[144],"mitigate":[148],"this":[149],"challenge,":[150],"generative":[151],"artificial":[152],"intelligence":[153],"emerges":[154],"pivotal":[157],"tool,":[158],"facilitating":[159],"data":[160],"augmentation,":[161],"enhancing":[162],"development":[167],"testing":[169],"processes":[170],"software":[172],"solutions.":[173]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-12-22T00:00:00"}