{"id":"https://openalex.org/W2098197972","doi":"https://doi.org/10.1145/2494091.2499576","title":"On heterogeneity in mobile sensing applications aiming at representative data collection","display_name":"On heterogeneity in mobile sensing applications aiming at representative data collection","publication_year":2013,"publication_date":"2013-09-08","ids":{"openalex":"https://openalex.org/W2098197972","doi":"https://doi.org/10.1145/2494091.2499576","mag":"2098197972"},"language":"en","primary_location":{"id":"doi:10.1145/2494091.2499576","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2494091.2499576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://pure.au.dk/ws/files/56782866/p1087_1_.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012067225","display_name":"Henrik Blunck","orcid":"https://orcid.org/0000-0001-6838-3800"},"institutions":[{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"Henrik Blunck","raw_affiliation_strings":["Aarhus University, Aarhus, Denmark","Aarhus University, Aarhus , Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aarhus University, Aarhus, Denmark","institution_ids":["https://openalex.org/I204337017"]},{"raw_affiliation_string":"Aarhus University, Aarhus , Denmark","institution_ids":["https://openalex.org/I204337017"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010950329","display_name":"Niels Olof Bouvin","orcid":"https://orcid.org/0000-0001-8421-4951"},"institutions":[{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Niels Olof Bouvin","raw_affiliation_strings":["Aarhus University, Aarhus, Denmark","Aarhus University, Aarhus , Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aarhus University, Aarhus, Denmark","institution_ids":["https://openalex.org/I204337017"]},{"raw_affiliation_string":"Aarhus University, Aarhus , Denmark","institution_ids":["https://openalex.org/I204337017"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026629235","display_name":"Tobias Franke","orcid":null},"institutions":[{"id":"https://openalex.org/I33256026","display_name":"German Research Centre for Artificial Intelligence","ror":"https://ror.org/01ayc5b57","country_code":"DE","type":"funder","lineage":["https://openalex.org/I33256026"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tobias Franke","raw_affiliation_strings":["German Research Center for Artificial Intelligence, Kaiserslautern, Germany","[German Research Center for Artificial Intelligence, Kaiserslautern, Germany]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"German Research Center for Artificial Intelligence, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I33256026"]},{"raw_affiliation_string":"[German Research Center for Artificial Intelligence, Kaiserslautern, Germany]","institution_ids":["https://openalex.org/I33256026"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011925664","display_name":"Kaj Gr\u00f8nb\u00e6k","orcid":"https://orcid.org/0000-0002-3752-6714"},"institutions":[{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Kaj Gr\u00f8nb\u00e6k","raw_affiliation_strings":["Aarhus University, Aarhus, Denmark","Aarhus University, Aarhus , Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aarhus University, Aarhus, Denmark","institution_ids":["https://openalex.org/I204337017"]},{"raw_affiliation_string":"Aarhus University, Aarhus , Denmark","institution_ids":["https://openalex.org/I204337017"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034655219","display_name":"Mikkel Baun Kj\u00e6rgaard","orcid":"https://orcid.org/0000-0001-5124-744X"},"institutions":[{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Mikkel B. Kjaergaard","raw_affiliation_strings":["Aarhus University, Aarhus, Denmark","Aarhus University, Aarhus , Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aarhus University, Aarhus, Denmark","institution_ids":["https://openalex.org/I204337017"]},{"raw_affiliation_string":"Aarhus University, Aarhus , Denmark","institution_ids":["https://openalex.org/I204337017"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063453660","display_name":"Paul Lukowicz","orcid":"https://orcid.org/0000-0003-0320-6656"},"institutions":[{"id":"https://openalex.org/I33256026","display_name":"German Research Centre for Artificial Intelligence","ror":"https://ror.org/01ayc5b57","country_code":"DE","type":"funder","lineage":["https://openalex.org/I33256026"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Paul Lukowicz","raw_affiliation_strings":["German Research Center for Artificial Intelligence, Kaiserslautern, Germany","[German Research Center for Artificial Intelligence, Kaiserslautern, Germany]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"German Research Center for Artificial Intelligence, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I33256026"]},{"raw_affiliation_string":"[German Research Center for Artificial Intelligence, Kaiserslautern, Germany]","institution_ids":["https://openalex.org/I33256026"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064197604","display_name":"Markus W\u00fcstenberg","orcid":null},"institutions":[{"id":"https://openalex.org/I204337017","display_name":"Aarhus University","ror":"https://ror.org/01aj84f44","country_code":"DK","type":"education","lineage":["https://openalex.org/I204337017"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Markus W\u00fcstenberg","raw_affiliation_strings":["Aarhus University, Aarhus, Denmark","Aarhus University, Aarhus , Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aarhus University, Aarhus, Denmark","institution_ids":["https://openalex.org/I204337017"]},{"raw_affiliation_string":"Aarhus University, Aarhus , Denmark","institution_ids":["https://openalex.org/I204337017"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5012067225"],"corresponding_institution_ids":["https://openalex.org/I204337017"],"apc_list":null,"apc_paid":null,"fwci":4.998,"has_fulltext":true,"cited_by_count":38,"citation_normalized_percentile":{"value":0.95264776,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1087","last_page":"1098"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9860000014305115,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7382732629776001},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6643176674842834},{"id":"https://openalex.org/keywords/citizen-science","display_name":"Citizen science","score":0.5955936312675476},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.5898312330245972},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.5143193006515503},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4755913019180298},{"id":"https://openalex.org/keywords/trajectory","display_name":"Trajectory","score":0.4727421998977661},{"id":"https://openalex.org/keywords/mobile-apps","display_name":"Mobile apps","score":0.4530503451824188},{"id":"https://openalex.org/keywords/crowd-sourcing","display_name":"Crowd sourcing","score":0.4267340302467346},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.41655510663986206},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3491705060005188},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.31129375100135803},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.15900000929832458}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7382732629776001},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6643176674842834},{"id":"https://openalex.org/C197352329","wikidata":"https://www.wikidata.org/wiki/Q1093434","display_name":"Citizen science","level":2,"score":0.5955936312675476},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.5898312330245972},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.5143193006515503},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4755913019180298},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.4727421998977661},{"id":"https://openalex.org/C2988145974","wikidata":"https://www.wikidata.org/wiki/Q620615","display_name":"Mobile apps","level":2,"score":0.4530503451824188},{"id":"https://openalex.org/C3018396927","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowd sourcing","level":2,"score":0.4267340302467346},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.41655510663986206},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3491705060005188},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.31129375100135803},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.15900000929832458},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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},{"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2494091.2499576","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2494091.2499576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:openaire/833cce4b-b465-49f1-937a-a86640c7785e","is_oa":true,"landing_page_url":"https://pure.au.dk/portal/en/publications/833cce4b-b465-49f1-937a-a86640c7785e","pdf_url":"https://pure.au.dk/ws/files/56782866/p1087_1_.pdf","source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Blunck, H, Bouvin, N O, Franke, T, Gr\u00f8nb\u00e6k, K, Kj\u00e6rgaard, M B, Lukowicz, P & W\u00fcstenberg, M 2013, On Heterogeneity in Mobile Sensing Applications Aiming at Representative Data Collection. in F Mattern & S Santini (eds), Proceedings of the 2013 ACM Conference on Pervasive and Ubiquitous Computing Adjunct Publication, UbiComp '13 Adjunct. Association for Computing Machinery, pp. 1087-1098 , ACM Conference on Pervasive and Ubiquitous Computing Adjunct Publication, Zurich, Switzerland, 08/09/2013. https://doi.org/10.1145/2494091.2499576","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:openaire/833cce4b-b465-49f1-937a-a86640c7785e","is_oa":true,"landing_page_url":"https://pure.au.dk/portal/en/publications/833cce4b-b465-49f1-937a-a86640c7785e","pdf_url":"https://pure.au.dk/ws/files/56782866/p1087_1_.pdf","source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Blunck, H, Bouvin, N O, Franke, T, Gr\u00f8nb\u00e6k, K, Kj\u00e6rgaard, M B, Lukowicz, P & W\u00fcstenberg, M 2013, On Heterogeneity in Mobile Sensing Applications Aiming at Representative Data Collection. in F Mattern & S Santini (eds), Proceedings of the 2013 ACM Conference on Pervasive and Ubiquitous Computing Adjunct Publication, UbiComp '13 Adjunct. Association for Computing Machinery, pp. 1087-1098 , ACM Conference on Pervasive and Ubiquitous Computing Adjunct Publication, Zurich, Switzerland, 08/09/2013. https://doi.org/10.1145/2494091.2499576","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2098197972.pdf","grobid_xml":"https://content.openalex.org/works/W2098197972.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1468792037","https://openalex.org/W1587612576","https://openalex.org/W1991818741","https://openalex.org/W1996047663","https://openalex.org/W2022749020","https://openalex.org/W2041628739","https://openalex.org/W2075199690","https://openalex.org/W2102570173","https://openalex.org/W2108186871","https://openalex.org/W2110991980","https://openalex.org/W2122855803","https://openalex.org/W2124133155","https://openalex.org/W2137100320","https://openalex.org/W2148944783","https://openalex.org/W2151056056","https://openalex.org/W2162555816","https://openalex.org/W2163036976","https://openalex.org/W2163094938","https://openalex.org/W2166658986","https://openalex.org/W2171157447","https://openalex.org/W2171523199"],"related_works":["https://openalex.org/W2759836462","https://openalex.org/W2963303876","https://openalex.org/W2048100608","https://openalex.org/W2090296580","https://openalex.org/W1576249345","https://openalex.org/W4243905374","https://openalex.org/W2785815065","https://openalex.org/W1796074903","https://openalex.org/W2625996986","https://openalex.org/W3038471419"],"abstract_inverted_index":{"Gathering":[0],"representative":[1],"data":[2,89,105],"using":[3],"mobile":[4,22,87,103,128],"sensing":[5,19,104],"to":[6,62,74,97,109],"answer":[7],"research":[8,59],"questions":[9],"is":[10],"becoming":[11],"increasingly":[12],"popular,":[13],"driven":[14],"by":[15],"growing":[16],"ubiquity":[17],"and":[18,38,53,66,81,100,107,122,140],"capabilities":[20],"of":[21,45,119],"devices.":[23],"However,":[24],"there":[25],"are":[26,40,90],"pitfalls":[27],"along":[28],"this":[29,70,93],"path,":[30],"which":[31,39],"introduce":[32],"heterogeneity":[33,106],"in":[34,42,72],"the":[35,43,46],"gathered":[36],"data,":[37],"rooted":[41],"diversity":[44],"involved":[47],"device":[48],"platforms,":[49],"hardware,":[50],"software":[51],"versions":[52],"participants.":[54],"Thus,":[55],"we,":[56],"as":[57],"a":[58,117],"community,":[60],"need":[61],"establish":[63],"good":[64],"practices":[65],"methodologies":[67],"for":[68],"addressing":[69],"issue":[71],"order":[73],"help":[75],"ensure":[76],"that,":[77],"e.g.,":[78],"scientific":[79],"results":[80],"policy":[82],"changes":[83],"based":[84],"on":[85,127,130],"collective,":[86],"sensed":[88],"valid.":[91],"In":[92],"paper,":[94],"we":[95],"aim":[96],"inform":[98],"researchers":[99],"developers":[101],"about":[102],"ways":[108],"combat":[110],"it.":[111],"We":[112],"do":[113],"so":[114],"via":[115,123],"distilling":[116],"vocabulary":[118],"underlying":[120],"causes,":[121],"describing":[124],"their":[125],"effects":[126],"sensing---building":[129],"experiences":[131],"from":[132],"three":[133],"projects":[134],"within":[135],"citizen":[136],"science,":[137],"crowd":[138],"awareness":[139],"trajectory":[141],"tracking.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":2}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2025-10-10T00:00:00"}
