{"id":"https://openalex.org/W4411278043","doi":"https://doi.org/10.1145/3699682.3728336","title":"Training Green and Sustainable Recommendation Models: Introducing Carbon Footprint Data into Early Stopping Criteria","display_name":"Training Green and Sustainable Recommendation Models: Introducing Carbon Footprint Data into Early Stopping Criteria","publication_year":2025,"publication_date":"2025-06-13","ids":{"openalex":"https://openalex.org/W4411278043","doi":"https://doi.org/10.1145/3699682.3728336"},"language":"en","primary_location":{"id":"doi:10.1145/3699682.3728336","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3699682.3728336","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3699682.3728336","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3699682.3728336","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059580001","display_name":"Giuseppe Spillo","orcid":"https://orcid.org/0000-0001-8345-4232"},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Giuseppe Spillo","raw_affiliation_strings":["University of Bari Aldo Moro, Bari, Italy"],"raw_orcid":"https://orcid.org/0000-0001-8345-4232","affiliations":[{"raw_affiliation_string":"University of Bari Aldo Moro, Bari, Italy","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086040326","display_name":"Allegra De Filippo","orcid":"https://orcid.org/0000-0002-1954-7271"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Allegra De Filippo","raw_affiliation_strings":["Department of Computer Science and Engineering, DISI Universit\u00e0 di Bologna, Bologna, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1954-7271","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, DISI Universit\u00e0 di Bologna, Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Emanuele Fontana","orcid":"https://orcid.org/0009-0008-7400-5820"},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Emanuele Fontana","raw_affiliation_strings":["University of Bari Aldo Moro, Bari, Italy"],"raw_orcid":"https://orcid.org/0009-0008-7400-5820","affiliations":[{"raw_affiliation_string":"University of Bari Aldo Moro, Bari, Italy","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071259603","display_name":"Michela Milano","orcid":"https://orcid.org/0000-0001-7379-1411"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michela Milano","raw_affiliation_strings":["DISI Universita' di Bologna, Bologna, Italy"],"raw_orcid":"https://orcid.org/0000-0001-7379-1411","affiliations":[{"raw_affiliation_string":"DISI Universita' di Bologna, Bologna, Italy","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059814300","display_name":"Giovanni Semeraro","orcid":"https://orcid.org/0000-0001-6883-1853"},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Semeraro","raw_affiliation_strings":["University of Bari Aldo Moro, Bari, Italy"],"raw_orcid":"https://orcid.org/0000-0001-6883-1853","affiliations":[{"raw_affiliation_string":"University of Bari Aldo Moro, Bari, Italy","institution_ids":["https://openalex.org/I5561750"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5059580001"],"corresponding_institution_ids":["https://openalex.org/I5561750"],"apc_list":null,"apc_paid":null,"fwci":14.5255,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.98598031,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"341","last_page":"346"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9742000102996826,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12238","display_name":"Green IT and Sustainability","score":0.9236999750137329,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/carbon-footprint","display_name":"Carbon footprint","score":0.865041971206665},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.6657043695449829},{"id":"https://openalex.org/keywords/footprint","display_name":"Footprint","score":0.6547940373420715},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6262518167495728},{"id":"https://openalex.org/keywords/carbon-fibers","display_name":"Carbon fibers","score":0.5080337524414062},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.44871431589126587},{"id":"https://openalex.org/keywords/ecological-footprint","display_name":"Ecological footprint","score":0.44724833965301514},{"id":"https://openalex.org/keywords/sustainable-development","display_name":"Sustainable development","score":0.4091046154499054},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3229164183139801},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.16755348443984985},{"id":"https://openalex.org/keywords/greenhouse-gas","display_name":"Greenhouse gas","score":0.11505472660064697},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.10113874077796936},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.07829752564430237}],"concepts":[{"id":"https://openalex.org/C2780936489","wikidata":"https://www.wikidata.org/wiki/Q310667","display_name":"Carbon footprint","level":3,"score":0.865041971206665},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6657043695449829},{"id":"https://openalex.org/C132943942","wikidata":"https://www.wikidata.org/wiki/Q2562511","display_name":"Footprint","level":2,"score":0.6547940373420715},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6262518167495728},{"id":"https://openalex.org/C140205800","wikidata":"https://www.wikidata.org/wiki/Q5860","display_name":"Carbon fibers","level":3,"score":0.5080337524414062},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.44871431589126587},{"id":"https://openalex.org/C83516724","wikidata":"https://www.wikidata.org/wiki/Q234173","display_name":"Ecological footprint","level":3,"score":0.44724833965301514},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.4091046154499054},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3229164183139801},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.16755348443984985},{"id":"https://openalex.org/C47737302","wikidata":"https://www.wikidata.org/wiki/Q167336","display_name":"Greenhouse gas","level":2,"score":0.11505472660064697},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.10113874077796936},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07829752564430237},{"id":"https://openalex.org/C104779481","wikidata":"https://www.wikidata.org/wiki/Q50707","display_name":"Composite number","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3699682.3728336","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3699682.3728336","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3699682.3728336","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"},{"id":"pmh:oai:cris.unibo.it:11585/1018742","is_oa":true,"landing_page_url":"https://dl.acm.org/doi/10.1145/3699682.3728336","pdf_url":null,"source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.1145/3699682.3728336","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3699682.3728336","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3699682.3728336","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411278043.pdf","grobid_xml":"https://content.openalex.org/works/W4411278043.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W1888005072","https://openalex.org/W2037935897","https://openalex.org/W2054141820","https://openalex.org/W2080928512","https://openalex.org/W2117037448","https://openalex.org/W2509893387","https://openalex.org/W2907492528","https://openalex.org/W2913560138","https://openalex.org/W2945827670","https://openalex.org/W2963085847","https://openalex.org/W2963911286","https://openalex.org/W3040323576","https://openalex.org/W3044311607","https://openalex.org/W3045200674","https://openalex.org/W3100278010","https://openalex.org/W3100324210","https://openalex.org/W3106439716","https://openalex.org/W3135539146","https://openalex.org/W3157788795","https://openalex.org/W3167434385","https://openalex.org/W3177073424","https://openalex.org/W3208227120","https://openalex.org/W3214897310","https://openalex.org/W4379743664","https://openalex.org/W4386728733","https://openalex.org/W4391822177","https://openalex.org/W4403220576","https://openalex.org/W4403220627","https://openalex.org/W4403220878","https://openalex.org/W4406219723"],"related_works":["https://openalex.org/W1992778348","https://openalex.org/W3104369155","https://openalex.org/W2162390224","https://openalex.org/W4389988448","https://openalex.org/W2355225067","https://openalex.org/W4320030328","https://openalex.org/W2367839483","https://openalex.org/W4405599279","https://openalex.org/W2368885814","https://openalex.org/W2381565603"],"abstract_inverted_index":{"With":[0],"the":[1,47,54,65,72,75,79,89,93,104,127,138],"growing":[2],"focus":[3],"on":[4,137],"Green":[5],"AI,":[6],"there":[7],"is":[8,86,91,122],"an":[9],"urgent":[10],"need":[11,139],"for":[12,140],"algorithms":[13],"that":[14,35,85,98],"are":[15],"designed":[16],"to":[17,64,124],"minimize":[18],"their":[19],"environmental":[20],"impact":[21],"while":[22,40],"maintaining":[23],"satisfying":[24],"performance.In":[25],"this":[26,133],"paper,":[27],"we":[28,70,96],"introduce":[29],"a":[30,42,83,113,147],"novel":[31],"early":[32],"stopping":[33],"strategy":[34,100],"considers":[36],"carbon":[37,68,105],"footprint":[38,106],"data":[39],"training":[41,48,90,153],"recommendation":[43,110,143],"algorithm.In":[44],"particular,":[45],"during":[46],"phase,":[49],"our":[50,99],"criterion":[51],"epoch-by-epoch":[52],"analyzes":[53],"improvement":[55],"in":[56,67,116],"terms":[57],"of":[58,107],"predictive":[59],"accuracy":[60,80,117,130],"and":[61,77,118,131,145],"compares":[62],"it":[63],"increase":[66],"emissions.Then,":[69],"analyze":[71],"trade-off":[73,128],"between":[74,129],"scores,":[76],"when":[78],"improves":[81],"at":[82],"rate":[84],"not":[87],"favorable,":[88],"stopped.In":[92],"experimental":[94],"evaluation,":[95],"showed":[97],"could":[101],"significantly":[102],"reduce":[103],"several":[108],"state-ofthe-art":[109],"models,":[111],"with":[112],"limited":[114],"decrease":[115],"fairness.While":[119],"more":[120,141],"work":[121],"needed":[123],"automatically":[125],"balance":[126],"emissions,":[132],"paper":[134],"sheds":[135],"light":[136],"sustainable":[142],"models":[144],"takes":[146],"significant":[148],"step":[149],"toward":[150],"designing":[151],"green":[152],"strategies.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
