{"id":"https://openalex.org/W2126484555","doi":"https://doi.org/10.3233/ais-2010-0070","title":"Activity recognition using semi-Markov models on real world smart home datasets","display_name":"Activity recognition using semi-Markov models on real world smart home datasets","publication_year":2010,"publication_date":"2010-01-01","ids":{"openalex":"https://openalex.org/W2126484555","doi":"https://doi.org/10.3233/ais-2010-0070","mag":"2126484555"},"language":"en","primary_location":{"id":"doi:10.3233/ais-2010-0070","is_oa":true,"landing_page_url":"https://doi.org/10.3233/ais-2010-0070","pdf_url":"https://content.iospress.com:443/download/journal-of-ambient-intelligence-and-smart-environments/ais070?id=journal-of-ambient-intelligence-and-smart-environments%2Fais070","source":{"id":"https://openalex.org/S2492266406","display_name":"Journal of Ambient Intelligence and Smart Environments","issn_l":"1876-1364","issn":["1876-1364","1876-1372"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Smart Environments","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://content.iospress.com:443/download/journal-of-ambient-intelligence-and-smart-environments/ais070?id=journal-of-ambient-intelligence-and-smart-environments%2Fais070","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068983361","display_name":"T.L.M. van Kasteren","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"T.L.M. van Kasteren","raw_affiliation_strings":["Corresponding author. E-mail: tim0306@gmail.com#TAB#"],"affiliations":[{"raw_affiliation_string":"Corresponding author. E-mail: tim0306@gmail.com#TAB#","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074888054","display_name":"Gwenn Englebienne","orcid":"https://orcid.org/0000-0002-3130-2082"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]},{"id":"https://openalex.org/I4210135670","display_name":"Amsterdam University of the Arts","ror":"https://ror.org/04dde1554","country_code":"NL","type":"education","lineage":["https://openalex.org/I4210135670"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"G. Englebienne","raw_affiliation_strings":["University of Amsterdam, Amsterdam, Netherlands"],"affiliations":[{"raw_affiliation_string":"University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I4210135670","https://openalex.org/I887064364"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049349937","display_name":"Ben Kr\u00f6se","orcid":"https://orcid.org/0000-0003-1237-0618"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"B.J.A. Kr\u00f6se","raw_affiliation_strings":["Intelligent Systems Lab Amsterdam, Science Park 107, 1098 XG, Amsterdam, The Netherlands#TAB#"],"affiliations":[{"raw_affiliation_string":"Intelligent Systems Lab Amsterdam, Science Park 107, 1098 XG, Amsterdam, The Netherlands#TAB#","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5068983361"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.7867,"has_fulltext":true,"cited_by_count":131,"citation_normalized_percentile":{"value":0.97333744,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":"2","issue":"3","first_page":"311","last_page":"325"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12222","display_name":"IoT-based Smart Home Systems","score":0.9818999767303467,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.968999981880188,"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":0.8632992506027222},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.63017737865448},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.44438934326171875},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.4415211081504822},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41753053665161133},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41630759835243225},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3617691695690155},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3496689200401306}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8632992506027222},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.63017737865448},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.44438934326171875},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.4415211081504822},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41753053665161133},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41630759835243225},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3617691695690155},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3496689200401306}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3233/ais-2010-0070","is_oa":true,"landing_page_url":"https://doi.org/10.3233/ais-2010-0070","pdf_url":"https://content.iospress.com:443/download/journal-of-ambient-intelligence-and-smart-environments/ais070?id=journal-of-ambient-intelligence-and-smart-environments%2Fais070","source":{"id":"https://openalex.org/S2492266406","display_name":"Journal of Ambient Intelligence and Smart Environments","issn_l":"1876-1364","issn":["1876-1364","1876-1372"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Smart Environments","raw_type":"journal-article"},{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/f6c70817-c5ad-4351-9d1d-9ab5bd39d6b2","is_oa":true,"landing_page_url":"https://dare.uva.nl/personal/pure/en/publications/activity-recognition-using-semimarkov-models-on-real-world-smart-home-datasets(f6c70817-c5ad-4351-9d1d-9ab5bd39d6b2).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"van Kasteren, T L M, Englebienne, G & Kr\u00f6se, B J A 2010, 'Activity recognition using semi-Markov models on real world smart home datasets', Journal of ambient intelligence and smart environments, vol. 2, no. 3, pp. 311-325. https://doi.org/10.3233/AIS-2010-0070","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:dare.uva.nl:openaire/f6c70817-c5ad-4351-9d1d-9ab5bd39d6b2","is_oa":true,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/activity-recognition-using-semimarkov-models-on-real-world-smart-home-datasets(f6c70817-c5ad-4351-9d1d-9ab5bd39d6b2).html","pdf_url":"https://pure.uva.nl/ws/files/959337/87513_331823.pdf","source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"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":"van Kasteren, T L M, Englebienne, G & Kr\u00f6se, B J A 2010, 'Activity recognition using semi-Markov models on real world smart home datasets', Journal of ambient intelligence and smart environments, vol. 2, no. 3, pp. 311-325. https://doi.org/10.3233/AIS-2010-0070","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:dare.uva.nl:publications/f6c70817-c5ad-4351-9d1d-9ab5bd39d6b2","is_oa":true,"landing_page_url":"http://dare.uva.nl/personal/pure/en/publications/activity-recognition-using-semimarkov-models-on-real-world-smart-home-datasets(f6c70817-c5ad-4351-9d1d-9ab5bd39d6b2).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"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":"van Kasteren, T L M, Englebienne, G & Kr\u00f6se, B J A 2010, 'Activity recognition using semi-Markov models on real world smart home datasets', Journal of ambient intelligence and smart environments, vol. 2, no. 3, pp. 311-325. https://doi.org/10.3233/AIS-2010-0070","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.3233/ais-2010-0070","is_oa":true,"landing_page_url":"https://doi.org/10.3233/ais-2010-0070","pdf_url":"https://content.iospress.com:443/download/journal-of-ambient-intelligence-and-smart-environments/ais070?id=journal-of-ambient-intelligence-and-smart-environments%2Fais070","source":{"id":"https://openalex.org/S2492266406","display_name":"Journal of Ambient Intelligence and Smart Environments","issn_l":"1876-1364","issn":["1876-1364","1876-1372"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Smart Environments","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.5199999809265137,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2126484555.pdf","grobid_xml":"https://content.openalex.org/works/W2126484555.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W57857404","https://openalex.org/W194551598","https://openalex.org/W1265560710","https://openalex.org/W1497385253","https://openalex.org/W1503492491","https://openalex.org/W1506806321","https://openalex.org/W1513173715","https://openalex.org/W1585529040","https://openalex.org/W1606626619","https://openalex.org/W1710378237","https://openalex.org/W1924211602","https://openalex.org/W1969307352","https://openalex.org/W1991166221","https://openalex.org/W1991878913","https://openalex.org/W2037855648","https://openalex.org/W2051434435","https://openalex.org/W2100573769","https://openalex.org/W2114521167","https://openalex.org/W2121454513","https://openalex.org/W2123277412","https://openalex.org/W2125838338","https://openalex.org/W2146136606","https://openalex.org/W2147880316","https://openalex.org/W2150338977","https://openalex.org/W2156515921","https://openalex.org/W2158188757","https://openalex.org/W2168444100","https://openalex.org/W2483028496","https://openalex.org/W2963736354","https://openalex.org/W4243034134","https://openalex.org/W4253573210","https://openalex.org/W4285719527","https://openalex.org/W6648010886","https://openalex.org/W6678075998","https://openalex.org/W7019573572"],"related_works":["https://openalex.org/W1188990102","https://openalex.org/W2961085424","https://openalex.org/W4281386417","https://openalex.org/W2033719708","https://openalex.org/W2207211395","https://openalex.org/W2052264843","https://openalex.org/W3036630077","https://openalex.org/W4323546569","https://openalex.org/W3021430260","https://openalex.org/W2510656055"],"abstract_inverted_index":{"Accurately":[0],"recognizing":[1],"human":[2],"activities":[3],"from":[4],"sensor":[5],"data":[6],"recorded":[7],"in":[8],"a":[9,14],"smart":[10],"home":[11],"setting":[12],"is":[13],"challenging":[15],"task.":[16],"Typically,":[17],"probabilistic":[18],"models":[19],"such":[20],"as":[21],"the":[22,36],"hidden":[23],"Markov":[24],"model":[25],"(HMM)":[26],"or":[27],"conditional":[28],"random":[29],"fields":[30],"(CRF)":[31],"are":[32],"used":[33],"to":[34],"map":[35],"observed":[37],"sen":[38]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":11},{"year":2016,"cited_by_count":13},{"year":2015,"cited_by_count":16},{"year":2014,"cited_by_count":14},{"year":2013,"cited_by_count":10},{"year":2012,"cited_by_count":7}],"updated_date":"2026-03-16T09:10:04.655348","created_date":"2025-10-10T00:00:00"}