{"id":"https://openalex.org/W4283205568","doi":"https://doi.org/10.1109/infocom48880.2022.9796669","title":"Online Data Valuation and Pricing for Machine Learning Tasks in Mobile Health","display_name":"Online Data Valuation and Pricing for Machine Learning Tasks in Mobile Health","publication_year":2022,"publication_date":"2022-05-02","ids":{"openalex":"https://openalex.org/W4283205568","doi":"https://doi.org/10.1109/infocom48880.2022.9796669"},"language":"en","primary_location":{"id":"doi:10.1109/infocom48880.2022.9796669","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom48880.2022.9796669","pdf_url":null,"source":{"id":"https://openalex.org/S4363607980","display_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications","raw_type":"proceedings-article"},"type":"article","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/A5101626321","display_name":"Anran Xu","orcid":"https://orcid.org/0000-0002-3321-5556"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Anran Xu","raw_affiliation_strings":["Shanghai Jiao Tong University,Shanghai Key Laboratory of Scalable Computing and Systems,China","Shanghai Key Laboratory of Scalable Computing and Systems, Shanghai Jiao Tong University, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Shanghai Key Laboratory of Scalable Computing and Systems,China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Scalable Computing and Systems, Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050396482","display_name":"Zhenzhe Zheng","orcid":"https://orcid.org/0000-0003-3447-5349"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenzhe Zheng","raw_affiliation_strings":["Shanghai Jiao Tong University,Shanghai Key Laboratory of Scalable Computing and Systems,China","Shanghai Key Laboratory of Scalable Computing and Systems, Shanghai Jiao Tong University, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Shanghai Key Laboratory of Scalable Computing and Systems,China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Scalable Computing and Systems, Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059190563","display_name":"Fan Wu","orcid":"https://orcid.org/0000-0003-0965-9058"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fan Wu","raw_affiliation_strings":["Shanghai Jiao Tong University,Shanghai Key Laboratory of Scalable Computing and Systems,China","Shanghai Key Laboratory of Scalable Computing and Systems, Shanghai Jiao Tong University, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Shanghai Key Laboratory of Scalable Computing and Systems,China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Scalable Computing and Systems, Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100428808","display_name":"Guihai Chen","orcid":"https://orcid.org/0000-0002-6934-1685"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guihai Chen","raw_affiliation_strings":["Shanghai Jiao Tong University,Shanghai Key Laboratory of Scalable Computing and Systems,China","Shanghai Key Laboratory of Scalable Computing and Systems, Shanghai Jiao Tong University, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Shanghai Key Laboratory of Scalable Computing and Systems,China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Scalable Computing and Systems, Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101626321"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":4.1299,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.95873016,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"850","last_page":"859"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9925000071525574,"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/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9789999723434448,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mhealth","display_name":"mHealth","score":0.7677772641181946},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.756887674331665},{"id":"https://openalex.org/keywords/valuation","display_name":"Valuation (finance)","score":0.5576984882354736},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4367513060569763},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.39326009154319763},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39131873846054077},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3427942991256714},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.20801502466201782},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.1131754219532013},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.10557404160499573}],"concepts":[{"id":"https://openalex.org/C2779363104","wikidata":"https://www.wikidata.org/wiki/Q17069079","display_name":"mHealth","level":3,"score":0.7677772641181946},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.756887674331665},{"id":"https://openalex.org/C186027771","wikidata":"https://www.wikidata.org/wiki/Q4008379","display_name":"Valuation (finance)","level":2,"score":0.5576984882354736},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4367513060569763},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39326009154319763},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39131873846054077},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3427942991256714},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.20801502466201782},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.1131754219532013},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.10557404160499573},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infocom48880.2022.9796669","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocom48880.2022.9796669","pdf_url":null,"source":{"id":"https://openalex.org/S4363607980","display_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W134960717","https://openalex.org/W1501503542","https://openalex.org/W1541145887","https://openalex.org/W1571870753","https://openalex.org/W1964005287","https://openalex.org/W1968958679","https://openalex.org/W1980243742","https://openalex.org/W2004383878","https://openalex.org/W2044059866","https://openalex.org/W2049165798","https://openalex.org/W2058538842","https://openalex.org/W2099111195","https://openalex.org/W2112420033","https://openalex.org/W2115905049","https://openalex.org/W2127538960","https://openalex.org/W2142505388","https://openalex.org/W2143203060","https://openalex.org/W2143362857","https://openalex.org/W2168405694","https://openalex.org/W2177723277","https://openalex.org/W2431637923","https://openalex.org/W2520441859","https://openalex.org/W2522043394","https://openalex.org/W2564133618","https://openalex.org/W2592929672","https://openalex.org/W2794045421","https://openalex.org/W2807501209","https://openalex.org/W2901689923","https://openalex.org/W2921189944","https://openalex.org/W2943491685","https://openalex.org/W2949574275","https://openalex.org/W2950929549","https://openalex.org/W2964210282","https://openalex.org/W2970773487","https://openalex.org/W3008559440","https://openalex.org/W3031313922","https://openalex.org/W3033517083","https://openalex.org/W3035378948","https://openalex.org/W3081012644","https://openalex.org/W4234723159","https://openalex.org/W6605479355","https://openalex.org/W6632481002","https://openalex.org/W6641177048","https://openalex.org/W6664202872","https://openalex.org/W6679143118","https://openalex.org/W6680925876","https://openalex.org/W6681625305","https://openalex.org/W6760064560","https://openalex.org/W6762234667","https://openalex.org/W6774812674"],"related_works":["https://openalex.org/W3176210869","https://openalex.org/W3157260717","https://openalex.org/W1989929201","https://openalex.org/W2963498005","https://openalex.org/W2328171598","https://openalex.org/W4210372979","https://openalex.org/W4254922057","https://openalex.org/W4318480255","https://openalex.org/W2773392333","https://openalex.org/W2735645867"],"abstract_inverted_index":{"Mobile":[0],"health":[1],"(mHealth)":[2],"applications,":[3],"benefiting":[4],"from":[5],"mobile":[6],"computing,":[7],"have":[8,170],"emerged":[9],"rapidly":[10],"in":[11,84,111,191],"recent":[12],"years,":[13],"and":[14,149,188,196],"generated":[15],"a":[16,95,139,151],"large":[17],"volume":[18],"of":[19,45,90,102,146,158,193],"mHealth":[20,46,77,85,176],"data.":[21,40,132],"However,":[22],"these":[23],"valuable":[24],"data":[25,55,65,78,106,119,177],"are":[26],"dispersed":[27],"across":[28],"isolated":[29],"devices":[30],"or":[31],"organizations,":[32],"which":[33],"hinders":[34],"discovering":[35],"insights":[36],"underlying":[37],"the":[38,42,62,88,100,118,144,156,185],"aggregated":[39],"Considering":[41],"online":[43,54,64,113],"characteristics":[44,157],"tasks,":[47],"there":[48],"is":[49],"an":[50,112],"urgent":[51],"need":[52],"for":[53,79,127],"acquisition.":[56],"In":[57,115],"this":[58,135],"paper,":[59],"we":[60,93,121,169],"present":[61],"first":[63],"Valuation":[66],"And":[67],"Pricing":[68],"mechanism,":[69],"namely":[70],"VAP,":[71],"to":[72,75,104,117,129,164],"incentive":[73],"users":[74,128],"contribute":[76,130],"machine":[80],"learning":[81],"(ML)":[82],"tasks":[83],"systems.":[86],"Under":[87],"framework":[89],"Bayesian":[91],"ML,":[92],"propose":[94,150],"new":[96,152],"metric":[97],"based":[98,154],"on":[99,155,173],"concept":[101],"entropy,":[103],"evaluate":[105],"valuation":[107,187],"during":[108],"model":[109],"training":[110],"manner.":[114],"proportion":[116],"valuation,":[120],"then":[122],"determine":[123],"payments":[124],"as":[125,138],"compensations":[126],"their":[131],"We":[133,160],"formulate":[134],"pricing":[136,189],"problem":[137],"contextual":[140],"multi-armed":[141],"bandit":[142],"with":[143],"goal":[145],"profit":[147],"maximization":[148],"algorithm":[153],"pricing.":[159],"also":[161],"extend":[162],"VAP":[163,172,183],"general":[165],"ML":[166],"models.":[167],"Finally,":[168],"evaluated":[171],"two":[174],"real-world":[175],"sets.":[178],"Evaluation":[179],"results":[180],"show":[181],"that":[182],"outperforms":[184],"state-of-the-art":[186],"mechanisms":[190],"terms":[192],"computational":[194],"complexity":[195],"extracted":[197],"profit.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
