{"id":"https://openalex.org/W4312568906","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892823","title":"Privacy-preserving time series prediction with temporal convolutional neural networks","display_name":"Privacy-preserving time series prediction with temporal convolutional neural networks","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4312568906","doi":"https://doi.org/10.1109/ijcnn55064.2022.9892823"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn55064.2022.9892823","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892823","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","issn_l":"2161-4407","issn":["2161-4407"],"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":"2022 International Joint Conference on Neural Networks (IJCNN)","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/A5080950812","display_name":"Alessandro Falcetta","orcid":"https://orcid.org/0000-0003-0460-1690"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alessandro Falcetta","raw_affiliation_strings":["Informazione e Bioingegneria, Politecnico di Milano,Dipartimento di Elettronica,Milano,Italy","Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Informazione e Bioingegneria, Politecnico di Milano,Dipartimento di Elettronica,Milano,Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035547226","display_name":"Manuel Roveri","orcid":"https://orcid.org/0000-0001-7828-7687"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Manuel Roveri","raw_affiliation_strings":["Informazione e Bioingegneria, Politecnico di Milano,Dipartimento di Elettronica,Milano,Italy","Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Informazione e Bioingegneria, Politecnico di Milano,Dipartimento di Elettronica,Milano,Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I93860229"],"apc_list":null,"apc_paid":null,"fwci":0.8435,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.75556028,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9987999796867371,"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/T10237","display_name":"Cryptography and Data Security","score":0.9987999796867371,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9984999895095825,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9900000095367432,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8636137247085571},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7325236201286316},{"id":"https://openalex.org/keywords/homomorphic-encryption","display_name":"Homomorphic encryption","score":0.7081155776977539},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6709012389183044},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6518129706382751},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6426225900650024},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5835962295532227},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.5748456120491028},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.5330822467803955},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.5254746675491333},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5098289847373962},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.48879191279411316},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4695625603199005},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.450729101896286},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.14072176814079285}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8636137247085571},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7325236201286316},{"id":"https://openalex.org/C158338273","wikidata":"https://www.wikidata.org/wiki/Q2154943","display_name":"Homomorphic encryption","level":3,"score":0.7081155776977539},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6709012389183044},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6518129706382751},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6426225900650024},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5835962295532227},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5748456120491028},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.5330822467803955},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.5254746675491333},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5098289847373962},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.48879191279411316},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4695625603199005},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.450729101896286},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.14072176814079285},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn55064.2022.9892823","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn55064.2022.9892823","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","issn_l":"2161-4407","issn":["2161-4407"],"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":"2022 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:re.public.polimi.it:11311/1225751","is_oa":false,"landing_page_url":"https://hdl.handle.net/11311/1225751","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"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":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.4099999964237213}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W104209573","https://openalex.org/W150223756","https://openalex.org/W1522301498","https://openalex.org/W2055823751","https://openalex.org/W2071825329","https://openalex.org/W2147800946","https://openalex.org/W2312894786","https://openalex.org/W2435473771","https://openalex.org/W2519249189","https://openalex.org/W2606882085","https://openalex.org/W2610207592","https://openalex.org/W2747599906","https://openalex.org/W2811491964","https://openalex.org/W2896479683","https://openalex.org/W2897925395","https://openalex.org/W2949073274","https://openalex.org/W2963626623","https://openalex.org/W2969350772","https://openalex.org/W3012989792","https://openalex.org/W3013484560","https://openalex.org/W3015379812","https://openalex.org/W3028867652","https://openalex.org/W3085052658","https://openalex.org/W3090527015","https://openalex.org/W3094488859","https://openalex.org/W3120740533","https://openalex.org/W3134210339","https://openalex.org/W3165142516","https://openalex.org/W3201578571","https://openalex.org/W3212932635","https://openalex.org/W3214408283","https://openalex.org/W4210300416","https://openalex.org/W4285792693","https://openalex.org/W4295312788","https://openalex.org/W6606067566","https://openalex.org/W6763116988","https://openalex.org/W6766978945","https://openalex.org/W6775246916","https://openalex.org/W6778434676"],"related_works":["https://openalex.org/W2539930818","https://openalex.org/W4403623784","https://openalex.org/W4393118461","https://openalex.org/W4390664647","https://openalex.org/W3012147850","https://openalex.org/W4313300189","https://openalex.org/W2949835517","https://openalex.org/W2601739120","https://openalex.org/W2625655658","https://openalex.org/W2771047361"],"abstract_inverted_index":{"Designing":[0],"and":[1,4,19,44,62,71,96,122,177],"developing":[2],"machine":[3,43,61,95],"deep":[5,45,63,97],"learning":[6,46,64,98],"solutions":[7,47,65],"able":[8],"to":[9,35,38,86,161],"guarantee":[10],"the":[11,40,53,67,74,87,94,105,109,132,137,163,169,184,188,199,202],"privacy":[12],"of":[13,42,69,77,140,147,172,201],"users'":[14],"data":[15],"is":[16,26,134,155],"a":[17,28,111,145,158,179],"novel":[18,128],"promising":[20],"research":[21,54],"area.":[22],"Homomorphic":[23],"Encryption":[24],"(HE)":[25],"playing":[27],"primary":[29],"role":[30],"in":[31,55,108],"this":[32,56,142,174],"area":[33],"thanks":[34],"its":[36],"ability":[37],"support":[39,162],"processing":[41,68,76],"directly":[48],"on":[49,59,93,120,187,194],"encrypted":[50],"data.":[51],"Currently,":[52],"field":[57],"focuses":[58],"HE-based":[60],"for":[66,104,115,183,205],"images":[70],"text,":[72],"while":[73],"privacy-preserving":[75,113,164,181,206],"time":[78,107,116,165,207],"series":[79,117,166,208],"has":[80],"been":[81],"mostly":[82],"left":[83],"unattended":[84],"due":[85],"strong":[88],"constraints":[89],"imposed":[90],"by":[91,131],"HE":[92,121,159],"forecasting":[99],"models.":[100,191],"This":[101],"paper":[102,133,143,175],"introduces,":[103],"first":[106],"literature,":[110],"general":[112],"solution":[114,204],"prediction":[118],"based":[119,186],"Temporal":[123,148],"Convolutional":[124,149],"Neural":[125,150],"Networks.":[126],"The":[127],"content":[129],"brought":[130],"twofold.":[135],"From":[136,168],"algorithmic":[138],"point":[139,171],"view,":[141,173],"introduces":[144,176],"family":[146],"Networks,":[151],"called":[152],"PINPOINT,":[153],"which":[154],"integrated":[156],"with":[157],"scheme":[160],"prediction.":[167,209],"technical":[170],"details":[178],"Cloud-based":[180],"system":[182],"forecasting-as-a-service":[185],"proposed":[189,203],"PINPOINT":[190],"Experimental":[192],"results":[193],"publicly":[195],"available":[196],"benchmarks":[197],"show":[198],"effectiveness":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2023-01-05T00:00:00"}