{"id":"https://openalex.org/W4404356581","doi":"https://doi.org/10.1007/978-3-031-73503-5_13","title":"A Data Drift Approach to\u00a0Update Deployed Energy Prediction Machine Learning Models","display_name":"A Data Drift Approach to\u00a0Update Deployed Energy Prediction Machine Learning Models","publication_year":2024,"publication_date":"2024-11-15","ids":{"openalex":"https://openalex.org/W4404356581","doi":"https://doi.org/10.1007/978-3-031-73503-5_13"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-73503-5_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-73503-5_13","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://repositorium.uminho.pt/bitstreams/a3793a96-5c4d-4155-a316-e2387020ea5e/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018725426","display_name":"H\u00e9lio Teixeira","orcid":"https://orcid.org/0009-0001-9531-2976"},"institutions":[{"id":"https://openalex.org/I4210090193","display_name":"Centro de Computa\u00e7\u00e3o Gr\u00e1fica","ror":"https://ror.org/00aahnw66","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210090193"]},{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"H\u00e9lder Teixeira","raw_affiliation_strings":["ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","CCG/ZGDV ICT Innovation Institute, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal"],"raw_orcid":"https://orcid.org/0009-0001-9531-2976","affiliations":[{"raw_affiliation_string":"ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"CCG/ZGDV ICT Innovation Institute, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I4210090193","https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083173537","display_name":"Arthur Matta","orcid":"https://orcid.org/0000-0002-4902-9483"},"institutions":[{"id":"https://openalex.org/I4210090193","display_name":"Centro de Computa\u00e7\u00e3o Gr\u00e1fica","ror":"https://ror.org/00aahnw66","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210090193"]},{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Arthur Matta","raw_affiliation_strings":["ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","CCG/ZGDV ICT Innovation Institute, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-4902-9483","affiliations":[{"raw_affiliation_string":"ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"CCG/ZGDV ICT Innovation Institute, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I4210090193","https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014796819","display_name":"Andr\u00e9 Pilastri","orcid":"https://orcid.org/0000-0002-4380-3220"},"institutions":[{"id":"https://openalex.org/I4210090193","display_name":"Centro de Computa\u00e7\u00e3o Gr\u00e1fica","ror":"https://ror.org/00aahnw66","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210090193"]},{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Andr\u00e9 Pilastri","raw_affiliation_strings":["ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","CCG/ZGDV ICT Innovation Institute, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-4380-3220","affiliations":[{"raw_affiliation_string":"ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"CCG/ZGDV ICT Innovation Institute, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I4210090193","https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042734311","display_name":"Lu\u00eds Ferreira","orcid":"https://orcid.org/0000-0002-4790-5128"},"institutions":[{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Lu\u00eds Ferreira","raw_affiliation_strings":["ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-4790-5128","affiliations":[{"raw_affiliation_string":"ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101632511","display_name":"Pedro Jos\u00e9 Pereira","orcid":"https://orcid.org/0000-0002-6169-8778"},"institutions":[{"id":"https://openalex.org/I4210090193","display_name":"Centro de Computa\u00e7\u00e3o Gr\u00e1fica","ror":"https://ror.org/00aahnw66","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210090193"]},{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Pedro Pereira","raw_affiliation_strings":["ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","CCG/ZGDV ICT Innovation Institute, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-6169-8778","affiliations":[{"raw_affiliation_string":"ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"CCG/ZGDV ICT Innovation Institute, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I4210090193","https://openalex.org/I99682543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100635023","display_name":"Carlos Gon\u00e7alves","orcid":"https://orcid.org/0000-0001-8107-8747"},"institutions":[{"id":"https://openalex.org/I2801735286","display_name":"Efacec (Portugal)","ror":"https://ror.org/0364xxv33","country_code":"PT","type":"company","lineage":["https://openalex.org/I2801735286"]},{"id":"https://openalex.org/I83863532","display_name":"Polytechnic Institute of Porto","ror":"https://ror.org/04988re48","country_code":"PT","type":"education","lineage":["https://openalex.org/I83863532"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Carlos Gon\u00e7alves","raw_affiliation_strings":["Efacec Energia - M\u00e1quinas e Equipamentos El\u00e9ctricos, S.A., 4466-952, S. Mamede de Infesta, Portugal","ISEP, Polytechnic of Porto, Dr. Ant\u00f3nio Bernardino de Almeida, 4249-015, Porto, Portugal","SoftCPS - Software Technologies for Cyber-Physical Systems, Rua Dr. Ant\u00f3nio Bernardino de Almeida, 4249-015, Porto, Portugal"],"raw_orcid":"https://orcid.org/0000-0001-8107-8747","affiliations":[{"raw_affiliation_string":"Efacec Energia - M\u00e1quinas e Equipamentos El\u00e9ctricos, S.A., 4466-952, S. Mamede de Infesta, Portugal","institution_ids":["https://openalex.org/I2801735286"]},{"raw_affiliation_string":"ISEP, Polytechnic of Porto, Dr. Ant\u00f3nio Bernardino de Almeida, 4249-015, Porto, Portugal","institution_ids":["https://openalex.org/I83863532"]},{"raw_affiliation_string":"SoftCPS - Software Technologies for Cyber-Physical Systems, Rua Dr. Ant\u00f3nio Bernardino de Almeida, 4249-015, Porto, Portugal","institution_ids":["https://openalex.org/I83863532"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077829125","display_name":"Paulo Cortez","orcid":"https://orcid.org/0000-0002-7991-2090"},"institutions":[{"id":"https://openalex.org/I4210090193","display_name":"Centro de Computa\u00e7\u00e3o Gr\u00e1fica","ror":"https://ror.org/00aahnw66","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210090193"]},{"id":"https://openalex.org/I99682543","display_name":"University of Minho","ror":"https://ror.org/037wpkx04","country_code":"PT","type":"education","lineage":["https://openalex.org/I99682543"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Paulo Cortez","raw_affiliation_strings":["ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","CCG/ZGDV ICT Innovation Institute, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","University of Minho, Braga, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-7991-2090","affiliations":[{"raw_affiliation_string":"ALGORITMI/LASI Center - Department Information Systems, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I99682543"]},{"raw_affiliation_string":"CCG/ZGDV ICT Innovation Institute, Universidade do Minho, Campus de Azur\u00e9m, 4800-058, Guimar\u00e3es, Portugal","institution_ids":["https://openalex.org/I4210090193","https://openalex.org/I99682543"]},{"raw_affiliation_string":"University of Minho, Braga, Portugal","institution_ids":["https://openalex.org/I99682543"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5077829125"],"corresponding_institution_ids":["https://openalex.org/I4210090193","https://openalex.org/I99682543"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21690413,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"151","last_page":"162"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9983999729156494,"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"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9983999729156494,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9907000064849854,"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/computer-science","display_name":"Computer science","score":0.8810928463935852},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.4999845027923584},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46980413794517517},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4600294828414917},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.44123610854148865},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.07692316174507141},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.05747264623641968}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8810928463935852},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.4999845027923584},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46980413794517517},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4600294828414917},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44123610854148865},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.07692316174507141},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.05747264623641968},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-73503-5_13","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-73503-5_13","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:repositorium.uminho.pt:1822/95848","is_oa":true,"landing_page_url":"https://hdl.handle.net/1822/95848","pdf_url":"https://repositorium.uminho.pt/bitstreams/a3793a96-5c4d-4155-a316-e2387020ea5e/download","source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":{"id":"pmh:oai:repositorium.uminho.pt:1822/95848","is_oa":true,"landing_page_url":"https://hdl.handle.net/1822/95848","pdf_url":"https://repositorium.uminho.pt/bitstreams/a3793a96-5c4d-4155-a316-e2387020ea5e/download","source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"},"sustainable_development_goals":[{"score":0.8700000047683716,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4404356581.pdf"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W221263235","https://openalex.org/W1536719639","https://openalex.org/W2002560592","https://openalex.org/W2006706382","https://openalex.org/W2042506099","https://openalex.org/W2056716515","https://openalex.org/W2158585626","https://openalex.org/W2295598076","https://openalex.org/W2499292135","https://openalex.org/W2566234880","https://openalex.org/W2807841289","https://openalex.org/W2963628590","https://openalex.org/W3026922847","https://openalex.org/W3098545253","https://openalex.org/W3103787556","https://openalex.org/W4210761892","https://openalex.org/W4211047670","https://openalex.org/W4289827748","https://openalex.org/W4310746029","https://openalex.org/W4311011809","https://openalex.org/W4392024457","https://openalex.org/W4396821100"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}