{"id":"https://openalex.org/W2950156461","doi":"https://doi.org/10.1093/comjnl/bxaa179","title":"Hybrid Learning Approach Toward Situation Recognition and Handling","display_name":"Hybrid Learning Approach Toward Situation Recognition and Handling","publication_year":2021,"publication_date":"2021-01-05","ids":{"openalex":"https://openalex.org/W2950156461","doi":"https://doi.org/10.1093/comjnl/bxaa179","mag":"2950156461"},"language":"en","primary_location":{"id":"doi:10.1093/comjnl/bxaa179","is_oa":true,"landing_page_url":"https://doi.org/10.1093/comjnl/bxaa179","pdf_url":"https://academic.oup.com/comjnl/article-pdf/65/5/1293/43731720/bxaa179.pdf","source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://academic.oup.com/comjnl/article-pdf/65/5/1293/43731720/bxaa179.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037637824","display_name":"Hossein Rajaby Faghihi","orcid":"https://orcid.org/0000-0003-4283-8816"},"institutions":[{"id":"https://openalex.org/I133529467","display_name":"Sharif University of Technology","ror":"https://ror.org/024c2fq17","country_code":"IR","type":"education","lineage":["https://openalex.org/I133529467"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Hossein Rajaby Faghihi","raw_affiliation_strings":["Department of Computer Engineering, Sharif University of Technology, Azadi Avenue, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sharif University of Technology, Azadi Avenue, Tehran, Iran","institution_ids":["https://openalex.org/I133529467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044239318","display_name":"Mohammad Amin Fazli","orcid":null},"institutions":[{"id":"https://openalex.org/I133529467","display_name":"Sharif University of Technology","ror":"https://ror.org/024c2fq17","country_code":"IR","type":"education","lineage":["https://openalex.org/I133529467"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"MohammadAmin Fazli","raw_affiliation_strings":["Department of Computer Engineering, Sharif University of Technology, Azadi Avenue, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sharif University of Technology, Azadi Avenue, Tehran, Iran","institution_ids":["https://openalex.org/I133529467"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042489969","display_name":"Jafar Habibi","orcid":"https://orcid.org/0000-0001-7485-8083"},"institutions":[{"id":"https://openalex.org/I133529467","display_name":"Sharif University of Technology","ror":"https://ror.org/024c2fq17","country_code":"IR","type":"education","lineage":["https://openalex.org/I133529467"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Jafar Habibi","raw_affiliation_strings":["Department of Computer Engineering, Sharif University of Technology, Azadi Avenue, Tehran, Iran","Sharif Univ. of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sharif University of Technology, Azadi Avenue, Tehran, Iran","institution_ids":["https://openalex.org/I133529467"]},{"raw_affiliation_string":"Sharif Univ. of Technology","institution_ids":["https://openalex.org/I133529467"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I133529467"],"apc_list":{"value":2635,"currency":"GBP","value_usd":3232},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00280357,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"65","issue":"5","first_page":"1293","last_page":"1305"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9987999796867371,"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":0.9987999796867371,"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/T11106","display_name":"Data Management and Algorithms","score":0.9811999797821045,"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/T13382","display_name":"Robotics and Automated Systems","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/computer-science","display_name":"Computer science","score":0.7982439994812012},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6574916243553162},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6462526321411133},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5815110206604004},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5733565092086792},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4551837146282196},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.4550411105155945},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43554699420928955},{"id":"https://openalex.org/keywords/smart-environment","display_name":"Smart environment","score":0.4232005476951599},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.11561349034309387},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11054641008377075}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7982439994812012},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6574916243553162},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6462526321411133},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5815110206604004},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5733565092086792},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4551837146282196},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.4550411105155945},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43554699420928955},{"id":"https://openalex.org/C152223200","wikidata":"https://www.wikidata.org/wiki/Q3055471","display_name":"Smart environment","level":3,"score":0.4232005476951599},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.11561349034309387},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11054641008377075},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1093/comjnl/bxaa179","is_oa":true,"landing_page_url":"https://doi.org/10.1093/comjnl/bxaa179","pdf_url":"https://academic.oup.com/comjnl/article-pdf/65/5/1293/43731720/bxaa179.pdf","source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1906.09816","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1906.09816","pdf_url":"https://arxiv.org/pdf/1906.09816","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:2950156461","is_oa":true,"landing_page_url":"https://arxiv.org/abs/1906.09816","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1906.09816","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1906.09816","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.1093/comjnl/bxaa179","is_oa":true,"landing_page_url":"https://doi.org/10.1093/comjnl/bxaa179","pdf_url":"https://academic.oup.com/comjnl/article-pdf/65/5/1293/43731720/bxaa179.pdf","source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W50935046","https://openalex.org/W1259271050","https://openalex.org/W1606626619","https://openalex.org/W1882088395","https://openalex.org/W1967661515","https://openalex.org/W1996039196","https://openalex.org/W2010804243","https://openalex.org/W2033316926","https://openalex.org/W2047716449","https://openalex.org/W2068006147","https://openalex.org/W2069757512","https://openalex.org/W2075613871","https://openalex.org/W2083514219","https://openalex.org/W2092478745","https://openalex.org/W2093147212","https://openalex.org/W2094603253","https://openalex.org/W2107310183","https://openalex.org/W2124096643","https://openalex.org/W2125283600","https://openalex.org/W2131474077","https://openalex.org/W2137079713","https://openalex.org/W2159614548","https://openalex.org/W2182428369","https://openalex.org/W2254312431","https://openalex.org/W2419700965","https://openalex.org/W2529424600","https://openalex.org/W2548770072","https://openalex.org/W2553482593","https://openalex.org/W2564966159","https://openalex.org/W2568816818","https://openalex.org/W2581487517","https://openalex.org/W2587124329","https://openalex.org/W2598250973","https://openalex.org/W2611230253","https://openalex.org/W2739274542","https://openalex.org/W2753724272","https://openalex.org/W2792152774","https://openalex.org/W2793895414","https://openalex.org/W2795730004","https://openalex.org/W2804831642","https://openalex.org/W2887845465","https://openalex.org/W2900763087","https://openalex.org/W2909127866","https://openalex.org/W2914817902","https://openalex.org/W2924877180","https://openalex.org/W2964090793","https://openalex.org/W3006002486","https://openalex.org/W3037671731","https://openalex.org/W4234816175","https://openalex.org/W4248553147","https://openalex.org/W4249564682","https://openalex.org/W6636196758","https://openalex.org/W6675354045","https://openalex.org/W6683645440","https://openalex.org/W6685956312","https://openalex.org/W6692262798","https://openalex.org/W6717152563","https://openalex.org/W6751378952","https://openalex.org/W6751648367","https://openalex.org/W6756732760","https://openalex.org/W6833307543","https://openalex.org/W7024925839"],"related_works":["https://openalex.org/W3124325986","https://openalex.org/W2289438786","https://openalex.org/W2100008811","https://openalex.org/W3124017246","https://openalex.org/W3016444396","https://openalex.org/W1134833447","https://openalex.org/W2896728112","https://openalex.org/W815852833","https://openalex.org/W3007451079","https://openalex.org/W2018477471","https://openalex.org/W3090934329","https://openalex.org/W1014914678","https://openalex.org/W315198849","https://openalex.org/W3082670749","https://openalex.org/W2376133583","https://openalex.org/W2565253874","https://openalex.org/W3120668248","https://openalex.org/W251588874","https://openalex.org/W2905033225","https://openalex.org/W3171535541"],"abstract_inverted_index":{"Abstract":[0],"We":[1,123],"propose":[2],"a":[3,17,27,145,150],"novel":[4],"hybrid":[5],"learning":[6,29,36,83,167],"approach":[7,168],"to":[8,43,62,66,72,104,118,134],"gain":[9],"situation":[10,19,128],"awareness":[11],"in":[12,51,54,86],"smart":[13,52,151],"environments":[14,53],"by":[15],"introducing":[16],"new":[18,146],"identifier":[20],"that":[21],"combines":[22],"an":[23],"expert":[24,32,116,162,173],"system":[25,65,103,163],"and":[26,34,69,92,108,127,164],"machine":[28,35,82,166],"approach.":[30],"Traditionally,":[31],"systems":[33,58],"approaches":[37,84,100],"have":[38],"been":[39],"widely":[40],"used":[41],"independently":[42],"detect":[44],"ongoing":[45],"situations":[46],"as":[47,130],"the":[48,60,64,79,87,102,114,120,131,140,160,165,171],"main":[49],"functionality":[50,61],"various":[55],"domains.":[56],"Expert":[57],"lack":[59],"adapt":[63],"each":[67,76],"user":[68],"are":[70],"expensive":[71],"design":[73],"based":[74],"on":[75],"setting.":[77],"On":[78],"other":[80],"hand,":[81],"fail":[85],"challenge":[88],"of":[89,98],"cold":[90],"start":[91],"making":[93],"explainable":[94],"decisions.":[95],"Using":[96],"both":[97],"these":[99],"enables":[101],"use":[105,124],"user\u2019s":[106],"feedback":[107],"capture":[109],"environmental":[110],"changes":[111],"while":[112,169],"exploiting":[113],"initial":[115,161,172],"knowledge":[117],"solve":[119],"mentioned":[121],"challenges.":[122],"decision":[125],"trees":[126],"templates":[129],"core":[132],"structure":[133],"interpret":[135],"sensor":[136],"data.":[137],"To":[138],"evaluate":[139],"proposed":[141],"method,":[142],"we":[143],"generate":[144],"human-annotated":[147],"dataset":[148],"simulating":[149],"environment.":[152],"Our":[153],"experiments":[154],"show":[155],"superior":[156],"results":[157],"compared":[158],"with":[159],"preserving":[170],"system\u2019s":[174],"interpretability.":[175]},"counts_by_year":[],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}