{"id":"https://openalex.org/W2964092727","doi":"https://doi.org/10.1109/wf-iot.2019.8767357","title":"Choosing Machine Learning Algorithms for Anomaly Detection in Smart Building IoT Scenarios","display_name":"Choosing Machine Learning Algorithms for Anomaly Detection in Smart Building IoT Scenarios","publication_year":2019,"publication_date":"2019-04-01","ids":{"openalex":"https://openalex.org/W2964092727","doi":"https://doi.org/10.1109/wf-iot.2019.8767357","mag":"2964092727"},"language":"en","primary_location":{"id":"doi:10.1109/wf-iot.2019.8767357","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot.2019.8767357","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 5th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10197/10952","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078733269","display_name":"Fernando Almaguer-Angeles","orcid":null},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Fernando Almaguer-Angeles","raw_affiliation_strings":["School of Computer Science, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005290550","display_name":"John Murphy","orcid":"https://orcid.org/0000-0001-7822-1573"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"John Murphy","raw_affiliation_strings":["School of Computer Science, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014997892","display_name":"Liam Murphy","orcid":"https://orcid.org/0000-0001-9777-005X"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Liam Murphy","raw_affiliation_strings":["School of Computer Science, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086869552","display_name":"A. Omar Portillo\u2010Dominguez","orcid":"https://orcid.org/0000-0003-3009-985X"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"A. Omar Portillo-Dominguez","raw_affiliation_strings":["School of Computer Science, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5078733269"],"corresponding_institution_ids":["https://openalex.org/I100930933"],"apc_list":null,"apc_paid":null,"fwci":1.1561,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.84322771,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"491","last_page":"495"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9994999766349792,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9994999766349792,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9991999864578247,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.998199999332428,"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":0.8118184208869934},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7017806768417358},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6567429304122925},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6514856219291687},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.6165196895599365},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5289254784584045},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5021665096282959},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.42108145356178284},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.07572406530380249}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8118184208869934},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7017806768417358},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6567429304122925},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6514856219291687},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.6165196895599365},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5289254784584045},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5021665096282959},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.42108145356178284},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.07572406530380249},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/wf-iot.2019.8767357","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot.2019.8767357","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 5th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"},{"id":"pmh:oai:ulir.ul.ie:10344/8408","is_oa":false,"landing_page_url":"http://hdl.handle.net/10344/8408","pdf_url":null,"source":{"id":"https://openalex.org/S4306401530","display_name":"University of Limerick Institutional Repository (University of Limerick)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I230495080","host_organization_name":"University of Limerick","host_organization_lineage":["https://openalex.org/I230495080"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:researchrepository.ucd.ie:10197/10952","is_oa":true,"landing_page_url":"http://hdl.handle.net/10197/10952","pdf_url":"http://hdl.handle.net/10197/10952","source":{"id":"https://openalex.org/S4306402280","display_name":"Research Repository UCD (University College Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I100930933","host_organization_name":"University College Dublin","host_organization_lineage":["https://openalex.org/I100930933"],"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":"Conference Publication"}],"best_oa_location":{"id":"pmh:oai:researchrepository.ucd.ie:10197/10952","is_oa":true,"landing_page_url":"http://hdl.handle.net/10197/10952","pdf_url":"http://hdl.handle.net/10197/10952","source":{"id":"https://openalex.org/S4306402280","display_name":"Research Repository UCD (University College Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I100930933","host_organization_name":"University College Dublin","host_organization_lineage":["https://openalex.org/I100930933"],"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":"Conference Publication"},"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G1076797115","display_name":null,"funder_award_id":"co-funded","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G1792808459","display_name":null,"funder_award_id":"13/RC/2094","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G3002506080","display_name":null,"funder_award_id":"3/RC/2094","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"},{"id":"https://openalex.org/G7646705613","display_name":null,"funder_award_id":"13/RC/209","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"},{"id":"https://openalex.org/G7736775806","display_name":null,"funder_award_id":"13/RC/2094","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"}],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2964092727.pdf","grobid_xml":"https://content.openalex.org/works/W2964092727.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W1266651400","https://openalex.org/W1433597633","https://openalex.org/W1895139489","https://openalex.org/W1976526581","https://openalex.org/W1993220166","https://openalex.org/W2024428474","https://openalex.org/W2037759417","https://openalex.org/W2096451472","https://openalex.org/W2101234009","https://openalex.org/W2116825089","https://openalex.org/W2129785984","https://openalex.org/W2155653793","https://openalex.org/W2156023898","https://openalex.org/W2164330572","https://openalex.org/W2304976378","https://openalex.org/W2620678361","https://openalex.org/W2746452916","https://openalex.org/W2799711144","https://openalex.org/W2898011288","https://openalex.org/W2914950105","https://openalex.org/W2917033228","https://openalex.org/W6628149454","https://openalex.org/W6628324500","https://openalex.org/W6639749090","https://openalex.org/W6675354045","https://openalex.org/W6682929031","https://openalex.org/W6698252396","https://openalex.org/W6759744047","https://openalex.org/W6906315202","https://openalex.org/W6943720669"],"related_works":["https://openalex.org/W4311097251","https://openalex.org/W4245926026","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4361251261","https://openalex.org/W3031181660","https://openalex.org/W4285201139"],"abstract_inverted_index":{"Internet":[0],"of":[1,8,14,54,63,79,108,122],"Things":[2],"(IoT)":[3],"systems":[4],"produce":[5],"large":[6],"amounts":[7],"raw":[9,18],"data":[10,19],"in":[11],"the":[12,61,77,120,123],"form":[13],"log":[15],"files.":[16],"This":[17],"must":[20],"then":[21],"be":[22,34],"processed":[23],"to":[24,33,51,76,130],"extract":[25],"useful":[26],"information.":[27],"Machine":[28],"Learning":[29],"(ML)":[30],"has":[31],"proved":[32],"an":[35],"efficient":[36],"technique":[37],"for":[38,93],"such":[39],"tasks,":[40],"but":[41],"there":[42,86],"are":[43],"many":[44],"different":[45,52,71],"ML":[46,67,125],"algorithms":[47,69,126],"available,":[48],"each":[49,94],"suited":[50],"types":[53],"scenarios.":[55],"In":[56],"this":[57],"work,":[58],"we":[59,111],"compare":[60],"performance":[62],"22":[64,124],"state-of-the-art":[65],"supervised":[66],"classification":[68],"on":[70,102,133],"IoT":[72],"datasets,":[73,110],"when":[74],"applied":[75],"problem":[78],"anomaly":[80],"detection.":[81],"Our":[82],"results":[83,104],"show":[84],"that":[85,92],"is":[87,128],"no":[88],"dominant":[89],"solution,":[90],"and":[91,105],"scenario,":[95],"several":[96],"candidate":[97],"techniques":[98],"perform":[99,131],"similarly.":[100],"Based":[101],"our":[103,109],"a":[106,113],"characterization":[107],"propose":[112],"recommendation":[114],"framework":[115],"which":[116,127],"guides":[117],"practitioners":[118],"towards":[119],"subset":[121],"likely":[129],"best":[132],"their":[134],"data.":[135]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}