{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T15:09:46Z","timestamp":1783436986557,"version":"3.54.6"},"reference-count":48,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"20","license":[{"start":{"date-parts":[[2023,10,15]],"date-time":"2023-10-15T00:00:00Z","timestamp":1697328000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"name":"POR Sicilia under Contract SAFE-DEMON"},{"name":"European Union (NextGeneration EU) through the MUR-PNRR Project SAMOTHRACE","award":["ECS00000022"],"award-info":[{"award-number":["ECS00000022"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Internet Things J."],"published-print":{"date-parts":[[2023,10,15]]},"DOI":"10.1109\/jiot.2023.3280843","type":"journal-article","created":{"date-parts":[[2023,5,31]],"date-time":"2023-05-31T18:13:33Z","timestamp":1685556813000},"page":"17920-17933","source":"Crossref","is-referenced-by-count":13,"title":["i-WSN League: Clustered Distributed Learning in Wireless Sensor Networks"],"prefix":"10.1109","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8536-007X","authenticated-orcid":false,"given":"Joannes Sam","family":"Mertens","sequence":"first","affiliation":[{"name":"Department of Electrical, Electronics and Computer Engineering, CNIT Research Unit, University of Catania, Catania, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6644-0787","authenticated-orcid":false,"given":"Laura","family":"Galluccio","sequence":"additional","affiliation":[{"name":"Department of Electrical, Electronics and Computer Engineering, CNIT Research Unit, University of Catania, Catania, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8714-4001","authenticated-orcid":false,"given":"Giacomo","family":"Morabito","sequence":"additional","affiliation":[{"name":"Department of Electrical, Electronics and Computer Engineering, CNIT Research Unit, University of Catania, Catania, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Distributed learning on heterogeneous resource-constrained devices","author":"Rapp","year":"2020","journal-title":"arXiv:2006.05403"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2014.2320099"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1007\/s13748-012-0035-5"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2006.1657817"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2021.3051522"},{"key":"ref6","article-title":"Distributed adaptive learning under communication constraints","author":"Carpentiero","year":"2021","journal-title":"arXiv:2112.02129"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2012.2231991"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/infocom42981.2021.9488679"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.001.1900461"},{"key":"ref10","volume-title":"AI.Google. under the hood of the pixel 2: How AI is supercharging hardware","year":"2018"},{"key":"ref11","volume-title":"Google. Your chats stay private while messages improves suggestions","year":"2023"},{"key":"ref12","volume-title":"Apple. designing for privacy (video and slide deck). apple WWDC","year":"2019"},{"key":"ref13","volume-title":"W.de Brouwer. The federated future is ready for shipping","year":"2019"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2019.8683546"},{"key":"ref15","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","volume-title":"Proc. 20th Int. Conf. Artif. Intell. Statist. (AISTATS)","author":"McMahan"},{"key":"ref16","first-page":"1709","article-title":"QSGD: Communication-efficient SGD via gradient quantization and encoding","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"30","author":"Alistarh"},{"key":"ref17","first-page":"4452","article-title":"Sparsified SGD with memory","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"31","author":"Stich"},{"key":"ref18","first-page":"3478","article-title":"Decentralized stochastic optimization and gossip algorithms with compressed communication","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Koloskova"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.23919\/EUSIPCO55093.2022.9909791"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP43922.2022.9747154"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2022.3176253"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1611835114"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v32i1.11651"},{"key":"ref24","first-page":"2938","article-title":"How to backdoor federated learning","volume-title":"Proc. Int. Conf. Artif. Intell. Statist. (PMLR)","author":"Bagdasaryan"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-05933-9_47"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/tcbb.2022.3185395"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2010.2052531"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1561\/1300000014"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2006.874516"},{"key":"ref30","article-title":"Consensus based detection in sensor networks: Topology optimization under practical constraints","author":"Kar"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2006.880227"},{"key":"ref32","article-title":"Gossip training for deep learning","author":"Blot","year":"2016","journal-title":"arXiv 1611.09726"},{"key":"ref33","article-title":"GossipGraD: Scalable deep learning using Gossip communication based asynchronous gradient descent","author":"Daily","year":"2018","journal-title":"arXiv 1803.05880"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/BlackSeaCom52164.2021.9527886"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2022.109144"},{"key":"ref36","article-title":"Peer-to-peer federated learning on graphs","author":"Lalitha","year":"2019","journal-title":"arXiv 1901.11173"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.2964162"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/SPAWC51858.2021.9593148"},{"key":"ref39","first-page":"19586","article-title":"An efficient framework for clustered federated learning","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"33","author":"Ghosh"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/3458864.3467681"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2020.3015958"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/WF-IoT.2019.8767242"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1007\/s40745-020-00253-5"},{"key":"ref44","volume-title":"Deploy machine learning models on mobile and IoT devices","year":"2022"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2016.12.038"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2020.101105"},{"key":"ref47","volume-title":"Introduction to the Theory of Statistics","author":"Mood","year":"1974"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-3664(99)00157-7"}],"container-title":["IEEE Internet of Things Journal"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6488907\/10269651\/10141571.pdf?arnumber=10141571","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,1]],"date-time":"2024-03-01T08:35:17Z","timestamp":1709282117000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10141571\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,15]]},"references-count":48,"journal-issue":{"issue":"20"},"URL":"https:\/\/doi.org\/10.1109\/jiot.2023.3280843","relation":{},"ISSN":["2327-4662","2372-2541"],"issn-type":[{"value":"2327-4662","type":"electronic"},{"value":"2372-2541","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,10,15]]}}}