{"id":"https://openalex.org/W2140596092","doi":"https://doi.org/10.1145/2426656.2426663","title":"Cloud-enabled privacy-preserving collaborative learning for mobile sensing","display_name":"Cloud-enabled privacy-preserving collaborative learning for mobile sensing","publication_year":2012,"publication_date":"2012-11-06","ids":{"openalex":"https://openalex.org/W2140596092","doi":"https://doi.org/10.1145/2426656.2426663","mag":"2140596092"},"language":"en","primary_location":{"id":"doi:10.1145/2426656.2426663","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2426656.2426663","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems","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/A5100395521","display_name":"Bin Liu","orcid":"https://orcid.org/0000-0002-7028-5334"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]},{"id":"https://openalex.org/I2800817003","display_name":"California Southern University","ror":"https://ror.org/058zz0t50","country_code":"US","type":"education","lineage":["https://openalex.org/I2800817003"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bin Liu","raw_affiliation_strings":["University of Southern California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California","institution_ids":["https://openalex.org/I2800817003","https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102001374","display_name":"Yurong Jiang","orcid":"https://orcid.org/0000-0002-6609-3938"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]},{"id":"https://openalex.org/I2800817003","display_name":"California Southern University","ror":"https://ror.org/058zz0t50","country_code":"US","type":"education","lineage":["https://openalex.org/I2800817003"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yurong Jiang","raw_affiliation_strings":["University of Southern California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California","institution_ids":["https://openalex.org/I2800817003","https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101544732","display_name":"Fei Sha","orcid":"https://orcid.org/0000-0002-9382-0010"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]},{"id":"https://openalex.org/I2800817003","display_name":"California Southern University","ror":"https://ror.org/058zz0t50","country_code":"US","type":"education","lineage":["https://openalex.org/I2800817003"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fei Sha","raw_affiliation_strings":["University of Southern California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California","institution_ids":["https://openalex.org/I2800817003","https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042326103","display_name":"Ramesh Govindan","orcid":"https://orcid.org/0000-0001-8311-8853"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]},{"id":"https://openalex.org/I2800817003","display_name":"California Southern University","ror":"https://ror.org/058zz0t50","country_code":"US","type":"education","lineage":["https://openalex.org/I2800817003"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ramesh Govindan","raw_affiliation_strings":["University of Southern California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California","institution_ids":["https://openalex.org/I2800817003","https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":96,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"57","last_page":"70"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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":0.9998000264167786,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9706000089645386,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.851425051689148},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7074285745620728},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.6659305095672607},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6200205683708191},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5979958772659302},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4778251647949219},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.47727030515670776},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.46107199788093567},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.430429071187973},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3853263258934021},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36642324924468994},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3021382689476013},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.26907140016555786},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.12160861492156982}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.851425051689148},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7074285745620728},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.6659305095672607},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6200205683708191},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5979958772659302},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4778251647949219},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.47727030515670776},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.46107199788093567},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.430429071187973},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3853263258934021},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36642324924468994},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3021382689476013},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.26907140016555786},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.12160861492156982},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/2426656.2426663","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2426656.2426663","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.465.9544","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.465.9544","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www-scf.usc.edu/~binliu/papers/sensys_12.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.713.9531","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.713.9531","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://nsl.cs.usc.edu/Papers/?action%3Ddownload%26upname%3Dliu12a.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W155850149","https://openalex.org/W1569223999","https://openalex.org/W1635512741","https://openalex.org/W1850196515","https://openalex.org/W1885754552","https://openalex.org/W1962925405","https://openalex.org/W1964366273","https://openalex.org/W1968303302","https://openalex.org/W1976101156","https://openalex.org/W1976980422","https://openalex.org/W1987213187","https://openalex.org/W1988702548","https://openalex.org/W1995552268","https://openalex.org/W1999602050","https://openalex.org/W2009733253","https://openalex.org/W2022079499","https://openalex.org/W2046996006","https://openalex.org/W2054496355","https://openalex.org/W2060410450","https://openalex.org/W2067088030","https://openalex.org/W2075840228","https://openalex.org/W2076826889","https://openalex.org/W2083026317","https://openalex.org/W2091421113","https://openalex.org/W2096633407","https://openalex.org/W2102451151","https://openalex.org/W2106053110","https://openalex.org/W2108950108","https://openalex.org/W2112340198","https://openalex.org/W2119821739","https://openalex.org/W2119874464","https://openalex.org/W2120366108","https://openalex.org/W2120900307","https://openalex.org/W2124536999","https://openalex.org/W2128906841","https://openalex.org/W2129157759","https://openalex.org/W2135450947","https://openalex.org/W2136926597","https://openalex.org/W2137733632","https://openalex.org/W2139336600","https://openalex.org/W2142216726","https://openalex.org/W2144169341","https://openalex.org/W2148944783","https://openalex.org/W2151956781","https://openalex.org/W2155025398","https://openalex.org/W2159177950","https://openalex.org/W2160553465","https://openalex.org/W2160791236","https://openalex.org/W2161103741","https://openalex.org/W2162555816","https://openalex.org/W2163036976","https://openalex.org/W2164341199","https://openalex.org/W2164384758","https://openalex.org/W2165242460","https://openalex.org/W2170265372","https://openalex.org/W2170918595","https://openalex.org/W2398043017","https://openalex.org/W2619993508","https://openalex.org/W2951987509","https://openalex.org/W2979473749","https://openalex.org/W4248358572"],"related_works":["https://openalex.org/W2120447654","https://openalex.org/W2977179488","https://openalex.org/W4244478748","https://openalex.org/W2144453115","https://openalex.org/W2048100608","https://openalex.org/W2090296580","https://openalex.org/W1576249345","https://openalex.org/W4243905374","https://openalex.org/W2785815065","https://openalex.org/W1796074903"],"abstract_inverted_index":{"In":[0],"this":[1,71],"paper,":[2,72],"we":[3,73],"consider":[4],"the":[5,37,48,61,80,92,121,136,141],"design":[6],"of":[7,63,123,162],"a":[8,25,44,152],"system":[9],"in":[10,47,70,91,120],"which":[11,83],"Internet-connected":[12],"mobile":[13,81,103],"users":[14,51],"contribute":[15,57],"sensor":[16],"data":[17,65,138],"as":[18,31],"training":[19,58,126],"samples,":[20,127],"and":[21,105,108,143,158],"collaborate":[22],"on":[23,75],"building":[24],"model":[26,38],"for":[27,79],"classification":[28,96,117],"tasks":[29],"such":[30],"activity":[32],"or":[33,139],"context":[34],"recognition.":[35],"Constructing":[36],"can":[39],"naturally":[40],"be":[41,53,67],"performed":[42],"by":[43],"service":[45],"running":[46],"cloud,":[49],"but":[50],"may":[52],"more":[54],"inclined":[55],"to":[56,130,134],"samples":[59],"if":[60],"privacy":[62,111],"these":[64,149],"could":[66],"ensured.":[68],"Thus,":[69],"focus":[74],"privacy-preserving":[76],"collaborative":[77],"learning":[78],"setting,":[82],"addresses":[84],"several":[85],"competing":[86],"challenges":[87],"not":[88],"previously":[89],"considered":[90],"literature:":[93],"supporting":[94],"complex":[95],"methods":[97,131],"like":[98],"support":[99],"vector":[100],"machines,":[101],"respecting":[102],"computing":[104],"communication":[106],"constraints,":[107],"enabling":[109],"user-determined":[110],"levels.":[112],"Our":[113],"approach,":[114],"Pickle,":[115],"ensures":[116],"accuracy":[118],"even":[119],"presence":[122],"significantly":[124],"perturbed":[125],"is":[128],"robust":[129],"that":[132],"attempt":[133],"infer":[135],"original":[137],"poison":[140],"model,":[142],"imposes":[144],"minimal":[145],"costs.":[146],"We":[147],"validate":[148],"claims":[150],"using":[151],"user":[153],"study,":[154],"many":[155],"real-world":[156],"datasets":[157],"two":[159],"different":[160],"implementations":[161],"Pickle.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":11},{"year":2015,"cited_by_count":13},{"year":2014,"cited_by_count":20},{"year":2013,"cited_by_count":7}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}