{"id":"https://openalex.org/W2089220144","doi":"https://doi.org/10.1145/2638728.2641300","title":"On strategies for budget-based online annotation in human activity recognition","display_name":"On strategies for budget-based online annotation in human activity recognition","publication_year":2014,"publication_date":"2014-09-13","ids":{"openalex":"https://openalex.org/W2089220144","doi":"https://doi.org/10.1145/2638728.2641300","mag":"2089220144"},"language":"en","primary_location":{"id":"doi:10.1145/2638728.2641300","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2638728.2641300","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/presentation/On_strategies_for_budget-based_online_annotation_in_human_activity_recognition/23418029","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017968638","display_name":"Tudor Miu","orcid":null},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Tudor Miu","raw_affiliation_strings":["Newcastle University, Newcastle-upon-Tyne, UK","Newcastle University, Newcastle-upon-Tyne, , UK"],"affiliations":[{"raw_affiliation_string":"Newcastle University, Newcastle-upon-Tyne, UK","institution_ids":["https://openalex.org/I84884186"]},{"raw_affiliation_string":"Newcastle University, Newcastle-upon-Tyne, , UK","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111516020","display_name":"Thomas Pl\u00f6tz","orcid":null},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Thomas Pl\u00f6tz","raw_affiliation_strings":["Newcastle University, Newcastle-upon-Tyne, UK","Newcastle University, Newcastle-upon-Tyne, , UK"],"affiliations":[{"raw_affiliation_string":"Newcastle University, Newcastle-upon-Tyne, UK","institution_ids":["https://openalex.org/I84884186"]},{"raw_affiliation_string":"Newcastle University, Newcastle-upon-Tyne, , UK","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018918066","display_name":"Paolo Missier","orcid":"https://orcid.org/0000-0002-0978-2446"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Paolo Missier","raw_affiliation_strings":["Newcastle University, Newcastle-upon-Tyne, UK","Newcastle University, Newcastle-upon-Tyne, , UK"],"affiliations":[{"raw_affiliation_string":"Newcastle University, Newcastle-upon-Tyne, UK","institution_ids":["https://openalex.org/I84884186"]},{"raw_affiliation_string":"Newcastle University, Newcastle-upon-Tyne, , UK","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051210293","display_name":"Daniel Roggen","orcid":"https://orcid.org/0000-0001-8033-6417"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Daniel Roggen","raw_affiliation_strings":["Newcastle University, Newcastle-upon-Tyne, UK","Newcastle University, Newcastle-upon-Tyne, , UK"],"affiliations":[{"raw_affiliation_string":"Newcastle University, Newcastle-upon-Tyne, UK","institution_ids":["https://openalex.org/I84884186"]},{"raw_affiliation_string":"Newcastle University, Newcastle-upon-Tyne, , UK","institution_ids":["https://openalex.org/I84884186"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5017968638"],"corresponding_institution_ids":["https://openalex.org/I84884186"],"apc_list":null,"apc_paid":null,"fwci":0.7412,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.76975332,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"767","last_page":"776"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.996999979019165,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9950000047683716,"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/annotation","display_name":"Annotation","score":0.8998380899429321},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8455370664596558},{"id":"https://openalex.org/keywords/bootstrapping","display_name":"Bootstrapping (finance)","score":0.7508534789085388},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7387651205062866},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.657537579536438},{"id":"https://openalex.org/keywords/crowdsourcing","display_name":"Crowdsourcing","score":0.5461229085922241},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.5052562355995178},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.4519316256046295},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.43253010511398315},{"id":"https://openalex.org/keywords/labeled-data","display_name":"Labeled data","score":0.4215202033519745},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37059545516967773},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3159080743789673},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.26150697469711304}],"concepts":[{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.8998380899429321},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8455370664596558},{"id":"https://openalex.org/C207609745","wikidata":"https://www.wikidata.org/wiki/Q4944086","display_name":"Bootstrapping (finance)","level":2,"score":0.7508534789085388},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7387651205062866},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.657537579536438},{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.5461229085922241},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.5052562355995178},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.4519316256046295},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.43253010511398315},{"id":"https://openalex.org/C2776145971","wikidata":"https://www.wikidata.org/wiki/Q30673951","display_name":"Labeled data","level":2,"score":0.4215202033519745},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37059545516967773},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3159080743789673},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.26150697469711304},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C106159729","wikidata":"https://www.wikidata.org/wiki/Q2294553","display_name":"Financial economics","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/2638728.2641300","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2638728.2641300","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication","raw_type":"proceedings-article"},{"id":"pmh:oai:figshare.com:article/23418029","is_oa":true,"landing_page_url":"https://figshare.com/articles/presentation/On_strategies_for_budget-based_online_annotation_in_human_activity_recognition/23418029","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/09138e37-a561-4d1c-91c4-d9dc4fe48c78","is_oa":false,"landing_page_url":"https://research.birmingham.ac.uk/en/publications/09138e37-a561-4d1c-91c4-d9dc4fe48c78","pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Miu , T , Roggen , D , Missier , P & Pl\u00f6tz , T 2014 , On strategies for budget-based online annotation in human activity recognition . in UbiComp 2014 - Adjunct Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing . UbiComp 2014 - Adjunct Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing , Association for Computing Machinery , pp. 767-776 , 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, UbiComp 2014 , Seattle , United States , 13/09/14 . https://doi.org/10.1145/2638728.2641300","raw_type":"contributionToPeriodical"},{"id":"pmh:oai:sro.sussex.ac.uk:55073","is_oa":false,"landing_page_url":"http://sro.sussex.ac.uk/55073/1/p767-miu%281%29.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400129","display_name":"Sussex Research Online (University of Sussex)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I162608824","host_organization_name":"University of Sussex","host_organization_lineage":["https://openalex.org/I162608824"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/23418029","is_oa":true,"landing_page_url":"https://figshare.com/articles/presentation/On_strategies_for_budget-based_online_annotation_in_human_activity_recognition/23418029","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.5}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320240","display_name":"Research Councils UK","ror":"https://ror.org/00dq2kk65"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W22482183","https://openalex.org/W48781597","https://openalex.org/W193814004","https://openalex.org/W1966249254","https://openalex.org/W2014601643","https://openalex.org/W2017131938","https://openalex.org/W2023302299","https://openalex.org/W2031218379","https://openalex.org/W2042569214","https://openalex.org/W2073401630","https://openalex.org/W2081274845","https://openalex.org/W2086385378","https://openalex.org/W2099336098","https://openalex.org/W2105046342","https://openalex.org/W2106981652","https://openalex.org/W2124823771","https://openalex.org/W2130871472","https://openalex.org/W2134807463","https://openalex.org/W2152249839","https://openalex.org/W2570764145","https://openalex.org/W2903158431"],"related_works":["https://openalex.org/W3032998312","https://openalex.org/W135177976","https://openalex.org/W4384486036","https://openalex.org/W1503094549","https://openalex.org/W2337920774","https://openalex.org/W4286908577","https://openalex.org/W2886410948","https://openalex.org/W2025875869","https://openalex.org/W2124823771","https://openalex.org/W2610740816"],"abstract_inverted_index":{"Bootstrapping":[0],"activity":[1,31,72],"recognition":[2],"systems":[3],"in":[4],"ubiquitous":[5],"and":[6,121],"mobile":[7],"computing":[8],"scenarios":[9,114],"often":[10],"comes":[11],"with":[12],"the":[13,63,78,107],"challenge":[14],"of":[15,65,71,80,85,118],"obtaining":[16,29],"reliable":[17],"ground":[18],"truth":[19],"annotations.":[20,57],"A":[21],"promising":[22],"approach":[23],"to":[24,67,91,99],"overcome":[25],"these":[26],"difficulties":[27],"involves":[28],"online":[30,112,126],"annotations":[32,86],"directly":[33],"from":[34],"users.":[35],"However,":[36],"such":[37,53,101],"direct":[38],"engagement":[39],"has":[40],"its":[41],"limitations":[42],"as":[43,54],"users":[44],"typically":[45],"show":[46,123],"only":[47],"limited":[48,83],"tolerance":[49],"for":[50,56,115],"unwanted":[51],"interruptions":[52],"prompts":[55],"In":[58],"this":[59],"paper":[60],"we":[61,110,122],"explore":[62],"effectiveness":[64],"approaches":[66],"online,":[68],"user-based":[69],"annotation":[70,113,127,134],"data.":[73],"Our":[74],"central":[75],"assumption":[76],"is":[77,89],"existence":[79],"a":[81,87,102,116],"fixed,":[82],"budget":[84,103,119],"user":[88],"willing":[90],"provide.":[92],"We":[93],"evaluate":[94],"different":[95],"strategies":[96],"on":[97],"how":[98],"spend":[100],"most":[104],"effectively.":[105],"Using":[106],"Opportunity":[108],"benchmark":[109],"simulate":[111],"variety":[117],"configurations":[120],"that":[124],"effective":[125],"can":[128],"still":[129],"be":[130],"achieved":[131],"using":[132],"reduced":[133],"effort.":[135]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}