{"id":"https://openalex.org/W2987919343","doi":"https://doi.org/10.1145/3365871.3365881","title":"Interactive Machine Learning for the Internet of Things","display_name":"Interactive Machine Learning for the Internet of Things","publication_year":2019,"publication_date":"2019-10-22","ids":{"openalex":"https://openalex.org/W2987919343","doi":"https://doi.org/10.1145/3365871.3365881","mag":"2987919343"},"language":"en","primary_location":{"id":"doi:10.1145/3365871.3365881","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3365871.3365881","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Conference on the Internet of Things","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065481945","display_name":"Agnes Tegen","orcid":"https://orcid.org/0000-0002-3155-8408"},"institutions":[{"id":"https://openalex.org/I183111857","display_name":"Malm\u00f6 University","ror":"https://ror.org/05wp7an13","country_code":"SE","type":"education","lineage":["https://openalex.org/I183111857"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Agnes Tegen","raw_affiliation_strings":["Internet of Things and People Research Center, Malm\u00f6 University, Malm\u00f6, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Internet of Things and People Research Center, Malm\u00f6 University, Malm\u00f6, Sweden","institution_ids":["https://openalex.org/I183111857"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074585350","display_name":"Paul Davidsson","orcid":"https://orcid.org/0000-0003-0998-6585"},"institutions":[{"id":"https://openalex.org/I183111857","display_name":"Malm\u00f6 University","ror":"https://ror.org/05wp7an13","country_code":"SE","type":"education","lineage":["https://openalex.org/I183111857"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Paul Davidsson","raw_affiliation_strings":["Internet of Things and People Research Center, Malm\u00f6 University, Malm\u00f6, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Internet of Things and People Research Center, Malm\u00f6 University, Malm\u00f6, Sweden","institution_ids":["https://openalex.org/I183111857"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048397905","display_name":"Jan Persson","orcid":"https://orcid.org/0000-0002-9471-8405"},"institutions":[{"id":"https://openalex.org/I183111857","display_name":"Malm\u00f6 University","ror":"https://ror.org/05wp7an13","country_code":"SE","type":"education","lineage":["https://openalex.org/I183111857"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Jan A. Persson","raw_affiliation_strings":["Internet of Things and People Research Center, Malm\u00f6 University, Malm\u00f6, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Internet of Things and People Research Center, Malm\u00f6 University, Malm\u00f6, Sweden","institution_ids":["https://openalex.org/I183111857"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I183111857"],"apc_list":null,"apc_paid":null,"fwci":0.6561,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.75812776,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9977999925613403,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.8421450257301331},{"id":"https://openalex.org/keywords/oracle","display_name":"Oracle","score":0.8030949234962463},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.678979754447937},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6160050630569458},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5322261452674866},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4757949113845825},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.46768027544021606},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.440653532743454},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.42761123180389404},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.4198746681213379},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3943255543708801},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.17863622307777405}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8421450257301331},{"id":"https://openalex.org/C55166926","wikidata":"https://www.wikidata.org/wiki/Q2892946","display_name":"Oracle","level":2,"score":0.8030949234962463},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.678979754447937},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6160050630569458},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5322261452674866},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4757949113845825},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.46768027544021606},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.440653532743454},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.42761123180389404},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.4198746681213379},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3943255543708801},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.17863622307777405},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3365871.3365881","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3365871.3365881","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Conference on the Internet of Things","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3090613017","display_name":null,"funder_award_id":"20140035","funder_id":"https://openalex.org/F4320327822","funder_display_name":"Fondation Partager le Savoir"}],"funders":[{"id":"https://openalex.org/F4320327822","display_name":"Fondation Partager le Savoir","ror":"https://ror.org/040h35947"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1501005121","https://openalex.org/W1606768424","https://openalex.org/W1941636933","https://openalex.org/W1982039810","https://openalex.org/W2067760738","https://openalex.org/W2068849277","https://openalex.org/W2073401630","https://openalex.org/W2117614111","https://openalex.org/W2124651849","https://openalex.org/W2182886880","https://openalex.org/W2244703074","https://openalex.org/W2609280828","https://openalex.org/W2727699974","https://openalex.org/W2751026114","https://openalex.org/W2759984148","https://openalex.org/W2762644836","https://openalex.org/W2764083974","https://openalex.org/W2770587725","https://openalex.org/W2899147955","https://openalex.org/W2913500385","https://openalex.org/W3099185017"],"related_works":["https://openalex.org/W2073713056","https://openalex.org/W3110702597","https://openalex.org/W2078761926","https://openalex.org/W2110441383","https://openalex.org/W2125620709","https://openalex.org/W1498872724","https://openalex.org/W4233149903","https://openalex.org/W4386564352","https://openalex.org/W2952668426","https://openalex.org/W2133845513"],"abstract_inverted_index":{"The":[0,188,212],"advances":[1],"in":[2,122],"Internet":[3],"of":[4,11,35,46,78,103,146,169,209,224],"Things":[5],"lead":[6],"to":[7,44,71,97,107,156,177,218],"an":[8,93],"increased":[9],"number":[10],"devices":[12,18],"generating":[13],"and":[14,49,95,149,166],"streaming":[15],"data.":[16],"These":[17],"can":[19,196],"be":[20],"useful":[21],"data":[22,63,105],"sources":[23],"for":[24,65,89],"Activity":[25],"Recognition":[26],"by":[27,100,206],"using":[28],"Machine":[29,80],"Learning.":[30],"However,":[31],"as":[32],"the":[33,47,52,61,66,83,143,147,198,202,207,222],"set":[34,223],"available":[36],"sensors":[37,48],"may":[38],"vary":[39],"over":[40,58,228],"time,":[41],"e.g.":[42],"due":[43],"mobility":[45],"technical":[50],"failures,":[51],"feature":[53],"space":[54],"might":[55,152],"also":[56,214],"change":[57],"time.":[59,229],"Moreover,":[60],"labelled":[62],"necessary":[64],"training":[67],"is":[68,75,85,110,127,204,226],"often":[69],"costly":[70],"acquire.":[72],"Active":[73],"Learning":[74,81,139],"a":[76,87,114,118,129,154,180,192],"type":[77],"Interactive":[79],"where":[82],"model":[84],"given":[86],"budget":[88],"requesting":[90],"labels":[91],"from":[92],"oracle,":[94],"aims":[96],"maximize":[98],"accuracy":[99,208],"careful":[101],"selection":[102],"what":[104],"points":[106],"label.":[108],"It":[109],"generally":[111],"assumed":[112],"that":[113,151,191],"query":[115],"always":[116],"gets":[117],"correct":[119],"response,":[120],"but":[121],"many":[123],"real-world":[124],"scenarios":[125],"this":[126,133],"not":[128],"realistic":[130],"assumption.":[131],"In":[132],"work":[134],"we":[135],"investigate":[136],"different":[137],"Proactive":[138],"strategies,":[140],"which":[141],"explore":[142],"human":[144],"factors":[145],"oracle":[148],"aspects":[150],"influence":[153],"user":[155,185,195,203],"provide":[157],"or":[158,183],"withhold":[159],"labels.":[160],"We":[161],"implemented":[162],"four":[163],"proactive":[164,194],"strategies":[165],"hybrid":[167],"versions":[168],"them.":[170],"They":[171],"were":[172],"evaluated":[173],"on":[174],"two":[175],"datasets":[176],"examine":[178],"how":[179],"more":[181,193],"proactive,":[182],"reluctant,":[184],"affects":[186],"performance.":[187],"results":[189],"show":[190],"improve":[197],"performance,":[199],"especially":[200],"when":[201,221],"influenced":[205],"earlier":[210],"predictions.":[211],"experiments":[213],"highlight":[215],"challenges":[216],"related":[217],"evaluating":[219],"performance":[220],"classes":[225],"changing":[227]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
