{"id":"https://openalex.org/W3186210284","doi":"https://doi.org/10.1109/smartgridcomm51999.2021.9632285","title":"Learning Sparse Privacy-Preserving Representations for Smart Meters Data","display_name":"Learning Sparse Privacy-Preserving Representations for Smart Meters Data","publication_year":2021,"publication_date":"2021-10-25","ids":{"openalex":"https://openalex.org/W3186210284","doi":"https://doi.org/10.1109/smartgridcomm51999.2021.9632285","mag":"3186210284"},"language":"en","primary_location":{"id":"doi:10.1109/smartgridcomm51999.2021.9632285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartgridcomm51999.2021.9632285","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2107.08315","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056073946","display_name":"Mohammadhadi Shateri","orcid":"https://orcid.org/0000-0003-4186-2910"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mohammadhadi Shateri","raw_affiliation_strings":["McGill University, Montreal, Canada","McGill University = Universit\u00e9 McGill [Montr\u00e9al, Canada] (845, rue Sherbrooke O. Montr\u00e9al (Qu\u00e9bec) Canada H3A 0G4 - Canada)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGill University, Montreal, Canada","institution_ids":["https://openalex.org/I5023651"]},{"raw_affiliation_string":"McGill University = Universit\u00e9 McGill [Montr\u00e9al, Canada] (845, rue Sherbrooke O. Montr\u00e9al (Qu\u00e9bec) Canada H3A 0G4 - Canada)","institution_ids":["https://openalex.org/I5023651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016942455","display_name":"Francisco Messina","orcid":"https://orcid.org/0000-0002-9308-2572"},"institutions":[{"id":"https://openalex.org/I24354313","display_name":"Universidad de Buenos Aires","ror":"https://ror.org/0081fs513","country_code":"AR","type":"education","lineage":["https://openalex.org/I24354313"]}],"countries":["AR"],"is_corresponding":false,"raw_author_name":"Francisco Messina","raw_affiliation_strings":["Universidad de Buenos Aires, Buenos Aires, Argentina","UBA - Universidad de Buenos Aires [Buenos Aires] (Viamonte 430/44 C1053ABJ,  Ciudad de Buenos Aires - Argentina)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad de Buenos Aires, Buenos Aires, Argentina","institution_ids":["https://openalex.org/I24354313"]},{"raw_affiliation_string":"UBA - Universidad de Buenos Aires [Buenos Aires] (Viamonte 430/44 C1053ABJ,  Ciudad de Buenos Aires - Argentina)","institution_ids":["https://openalex.org/I24354313"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071189599","display_name":"Pablo Piantanida","orcid":"https://orcid.org/0000-0002-8717-2117"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I277688954","display_name":"Universit\u00e9 Paris-Saclay","ror":"https://ror.org/03xjwb503","country_code":"FR","type":"education","lineage":["https://openalex.org/I277688954"]},{"id":"https://openalex.org/I4210097418","display_name":"Laboratoire des signaux et syst\u00e8mes","ror":"https://ror.org/00skw9v43","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I277688954","https://openalex.org/I277688954","https://openalex.org/I4210097418","https://openalex.org/I4210107720"]},{"id":"https://openalex.org/I4210107720","display_name":"CentraleSup\u00e9lec","ror":"https://ror.org/019tcpt25","country_code":"FR","type":"facility","lineage":["https://openalex.org/I277688954","https://openalex.org/I4210107720"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pablo Piantanida","raw_affiliation_strings":["Laboratoire des Signaux et Syst\u00e9mes (L2S), CentraleSup\u00e9lec CNRS Universit\u00e9 Paris-Saclay, Gif-sur-Yvette, France","L2S - Laboratoire des signaux et syst\u00e8mes (Plateau de Moulon 3 rue Joliot Curie 91192 GIF SUR YVETTE CEDEX - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratoire des Signaux et Syst\u00e9mes (L2S), CentraleSup\u00e9lec CNRS Universit\u00e9 Paris-Saclay, Gif-sur-Yvette, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I277688954","https://openalex.org/I4210107720"]},{"raw_affiliation_string":"L2S - Laboratoire des signaux et syst\u00e8mes (Plateau de Moulon 3 rue Joliot Curie 91192 GIF SUR YVETTE CEDEX - France)","institution_ids":["https://openalex.org/I4210097418"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051595564","display_name":"Fabrice Labeau","orcid":"https://orcid.org/0000-0001-5814-9156"},"institutions":[{"id":"https://openalex.org/I5023651","display_name":"McGill University","ror":"https://ror.org/01pxwe438","country_code":"CA","type":"education","lineage":["https://openalex.org/I5023651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fabrice Labeau","raw_affiliation_strings":["McGill University, Montreal, Canada","McGill University = Universit\u00e9 McGill [Montr\u00e9al, Canada] (845, rue Sherbrooke O. Montr\u00e9al (Qu\u00e9bec) Canada H3A 0G4 - Canada)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McGill University, Montreal, Canada","institution_ids":["https://openalex.org/I5023651"]},{"raw_affiliation_string":"McGill University = Universit\u00e9 McGill [Montr\u00e9al, Canada] (845, rue Sherbrooke O. Montr\u00e9al (Qu\u00e9bec) Canada H3A 0G4 - Canada)","institution_ids":["https://openalex.org/I5023651"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"333","last_page":"338"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10917","display_name":"Smart Grid Security and Resilience","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10917","display_name":"Smart Grid Security and Resilience","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9979000091552734,"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/T12146","display_name":"Power Line Communications and Noise","score":0.9965000152587891,"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":0.7063868641853333},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.5443548560142517},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3532107472419739},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3457929491996765}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7063868641853333},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.5443548560142517},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3532107472419739},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3457929491996765}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/smartgridcomm51999.2021.9632285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartgridcomm51999.2021.9632285","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2107.08315","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2107.08315","pdf_url":"https://arxiv.org/pdf/2107.08315","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:HAL:hal-04488477v1","is_oa":false,"landing_page_url":"https://centralesupelec.hal.science/hal-04488477","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2021 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Oct 2021, Aachen, France. pp.333-338, ⟨10.1109/SmartGridComm51999.2021.9632285⟩","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:espace2.etsmtl.ca:24887","is_oa":false,"landing_page_url":"https://espace2.etsmtl.ca/id/eprint/24887/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402392","display_name":"Espace \u00c9TS (ETS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1341030882","host_organization_name":"Educational Testing Service","host_organization_lineage":["https://openalex.org/I1341030882"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Compte rendu de conf\u00e9rence"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2107.08315","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2107.08315","pdf_url":"https://arxiv.org/pdf/2107.08315","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.6600000262260437}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W103892688","https://openalex.org/W1554944419","https://openalex.org/W1975153313","https://openalex.org/W1978706270","https://openalex.org/W1980256734","https://openalex.org/W1984514442","https://openalex.org/W1997176470","https://openalex.org/W2038178117","https://openalex.org/W2092939357","https://openalex.org/W2107659291","https://openalex.org/W2140911775","https://openalex.org/W2152812491","https://openalex.org/W2156740744","https://openalex.org/W2170300599","https://openalex.org/W2311779857","https://openalex.org/W2462045069","https://openalex.org/W2483172724","https://openalex.org/W2484420926","https://openalex.org/W2590802644","https://openalex.org/W2746431867","https://openalex.org/W2767708782","https://openalex.org/W2787117458","https://openalex.org/W2889000455","https://openalex.org/W2917440896","https://openalex.org/W2952992635","https://openalex.org/W2962986088","https://openalex.org/W2963888291","https://openalex.org/W2991399560","https://openalex.org/W2993016614","https://openalex.org/W3011452552","https://openalex.org/W3011646287","https://openalex.org/W3012201832","https://openalex.org/W3012348506","https://openalex.org/W3035206956","https://openalex.org/W3035784108","https://openalex.org/W3037847007","https://openalex.org/W3039148810","https://openalex.org/W3099308531","https://openalex.org/W3103874927","https://openalex.org/W3106624205","https://openalex.org/W3108389848","https://openalex.org/W3114988078","https://openalex.org/W3215186461","https://openalex.org/W4287827505","https://openalex.org/W6645035481","https://openalex.org/W6681130209","https://openalex.org/W6775306609","https://openalex.org/W6779518047"],"related_works":["https://openalex.org/W2584827882","https://openalex.org/W2538581760","https://openalex.org/W3195097297","https://openalex.org/W4225340788","https://openalex.org/W3038106605","https://openalex.org/W2513267613","https://openalex.org/W3049084372","https://openalex.org/W2528109871","https://openalex.org/W2940702331","https://openalex.org/W2905822832"],"abstract_inverted_index":{"Fine-grained":[0],"Smart":[1,13],"Meters":[2],"(SMs)":[3],"data":[4,98,163,180,199],"recording":[5],"and":[6,25,103,133,136,181],"communication":[7],"has":[8,31],"enabled":[9],"several":[10],"features":[11],"of":[12,82,91,96,110,149,160,170,212],"Grids":[14],"(SGs)":[15],"such":[16],"as":[17,88,189,191],"power":[18],"quality":[19],"monitoring,":[20],"load":[21],"forecasting,":[22],"fault":[23],"detection,":[24],"so":[26],"on.":[27],"In":[28,70],"addition,":[29],"it":[30,45,49],"benefited":[32],"the":[33,55,67,89,125,130,143,147,152,157,161,171,192,213],"users":[34],"by":[35,65,128],"giving":[36],"them":[37],"more":[38,224],"control":[39],"over":[40],"their":[41],"electricity":[42],"consumption.":[43],"However,":[44],"is":[46,108,114,121,174,203],"well-known":[47],"that":[48,120,205],"also":[50,222],"discloses":[51],"sensitive":[52],"information":[53,64,101,150],"about":[54,151],"users,":[56],"i.e.,":[57],"an":[58,134],"attacker":[59],"can":[60],"infer":[61],"users'":[62],"private":[63,153],"analyzing":[66],"SMs":[68,83,97,131,162,179],"data.":[69,84],"this":[71,87],"study,":[72],"we":[73],"propose":[74],"a":[75,93,111,115,198],"privacy-preserving":[76,195],"approach":[77],"based":[78,176],"on":[79,177],"non-uniform":[80],"down-sampling":[81],"We":[85],"formulate":[86],"problem":[90],"learning":[92],"sparse":[94,126],"representation":[95,127],"with":[99,183],"minimum":[100,164],"leakage":[102,148],"maximum":[104,166],"utility.":[105],"The":[106,168],"architecture":[107],"composed":[109],"releaser,":[112],"which":[113,141],"recurrent":[116],"neural":[117],"network":[118],"(RNN),":[119],"trained":[122],"to":[123,145],"generate":[124],"masking":[129],"data,":[132,220],"utility":[135],"adversary":[137],"networks":[138],"(also":[139],"RNNs),":[140],"help":[142],"releaser":[144],"minimize":[146],"attribute,":[154],"while":[155,216],"keeping":[156],"reconstruction":[158],"error":[159],"(i.e.,":[165],"utility).":[167],"performance":[169],"proposed":[172],"technique":[173],"assessed":[175],"actual":[178],"compared":[182],"uniform":[184],"down-sampling,":[185,188],"random":[186],"(non-uniform)":[187],"well":[190],"state-of-the-art":[193],"in":[194,210],"methods":[196],"using":[197],"manipulation":[200],"approach.":[201],"It":[202],"shown":[204],"our":[206],"method":[207],"performs":[208],"better":[209],"terms":[211],"privacy-utility":[214],"trade-off":[215],"releasing":[217],"much":[218],"less":[219],"thus":[221],"being":[223],"efficient.":[225]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}