{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T14:08:41Z","timestamp":1773065321153,"version":"3.50.1"},"reference-count":38,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2022,6,17]],"date-time":"2022-06-17T00:00:00Z","timestamp":1655424000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,6,17]],"date-time":"2022-06-17T00:00:00Z","timestamp":1655424000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Ambient Intell Human Comput"],"published-print":{"date-parts":[[2023,5]]},"DOI":"10.1007\/s12652-022-03866-1","type":"journal-article","created":{"date-parts":[[2022,6,17]],"date-time":"2022-06-17T13:05:56Z","timestamp":1655471156000},"page":"5211-5223","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["PPDMIT: a lightweight architecture for privacy-preserving data aggregation in the Internet of Things"],"prefix":"10.1007","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5643-0021","authenticated-orcid":false,"given":"Mehdi","family":"Gheisari","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Amir","family":"Javadpour","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiechao","family":"Gao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aaqif Afzaal","family":"Abbasi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Quoc-Viet","family":"Pham","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yang","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,6,17]]},"reference":[{"key":"3866_CR1","doi-asserted-by":"crossref","unstructured":"A\u00efvodji UM, Gambs S, Martin A (2019) IOTFLA\u202f: AA secured and privacy-preserving smart home architecture implementing federated learning. In: Proc. - 2019 IEEE Symp. Secur. Priv. Work. SPW 2019, pp. 175\u2013180","DOI":"10.1109\/SPW.2019.00041"},{"issue":"1","key":"3866_CR2","doi-asserted-by":"publisher","first-page":"694","DOI":"10.1186\/s40064-015-1481-x","volume":"4","author":"YAAS Aldeen","year":"2015","unstructured":"Aldeen YAAS, Salleh M, Razzaque MA (2015) A comprehensive review on privacy preserving data mining. Springerplus 4(1):694","journal-title":"Springerplus"},{"key":"3866_CR3","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1016\/j.adhoc.2017.05.011","volume":"64","author":"M Badra","year":"2017","unstructured":"Badra M, Zeadally S (2017) Lightweight and efficient privacy-preserving data aggregation approach for the smart grid. Ad Hoc Netw 64:32\u201340","journal-title":"Ad Hoc Netw"},{"key":"3866_CR4","unstructured":"Beecham (2021) IoT security threat map,Online Report Beecham research. online Rep. http:\/\/www.beechamresearch.com\/download.aspx?id=43, 2021."},{"key":"3866_CR5","doi-asserted-by":"crossref","unstructured":"Ding X, Yu Q, Li J, Liu J, Jin H (2013) Distributed anonymization for multiple data providers in a cloud system. In: International Conference on Database Systems for Advanced Applications, pp. 346\u2013360.","DOI":"10.1007\/978-3-642-37487-6_27"},{"key":"3866_CR6","unstructured":"Erdos P, Sch\u00f6nheim J (1969) On the set of non pairwise coprime divisors of a number. In: Combinatorial theory and its applications, I (Proc. Colloq., Balatonf\u00fcred, 1969), pp. 369\u2013376."},{"key":"3866_CR7","doi-asserted-by":"crossref","unstructured":"Gheisari M, Wang G, Chen S, Seyfollahi A (2018) A method for privacy-preserving in IoT-SDN integration environment. In: 2018 IEEE Intl Conf on Parallel and Distributed Processing with Applications, Ubiquitous Computing and Communications, Big Data and Cloud Computing, Social Computing and Networking, Sustainable Computing and Communications (ISPA\/IUCC\/BDCloud\/SocialCom\/SustainCom), pp. 895\u2013902.","DOI":"10.1109\/BDCloud.2018.00132"},{"key":"3866_CR8","doi-asserted-by":"publisher","DOI":"10.1016\/j.compeleceng.2019.106504","volume":"81","author":"M Gheisari","year":"2020","unstructured":"Gheisari M, Wang G, Chen S (2020) An edge computing-enhanced internet of things framework for privacy-preserving in smart city. Comput Electr Eng 81:106504","journal-title":"Comput Electr Eng"},{"key":"3866_CR9","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.future.2021.01.028","volume":"123","author":"M Gheisari","year":"2021","unstructured":"Gheisari M et al (2021) OBPP: an ontology-based framework for privacy-preserving in IoT-based smart city. Fut Gen Comput Syst 123:1\u201313","journal-title":"Fut Gen Comput Syst"},{"key":"3866_CR10","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1016\/j.jnca.2018.09.019","volume":"125","author":"Z Guan","year":"2019","unstructured":"Guan Z et al (2019) APPA: An anonymous and privacy preserving data aggregation scheme for fog-enhanced IoT. J Netw Comput Appl 125:82\u201392","journal-title":"J Netw Comput Appl"},{"key":"3866_CR11","doi-asserted-by":"publisher","DOI":"10.1007\/s11277-019-06773-5","author":"A Javadpour","year":"2019","unstructured":"Javadpour A (2019a) Providing a way to create balance between reliability and delays in SDN networks by using the appropriate placement of controllers. Wirel Pers Commun. https:\/\/doi.org\/10.1007\/s11277-019-06773-5","journal-title":"Wirel Pers Commun"},{"issue":"2","key":"3866_CR12","doi-asserted-by":"publisher","first-page":"505","DOI":"10.1007\/s11277-019-06176-6","volume":"106","author":"A Javadpour","year":"2019","unstructured":"Javadpour A (2019b) Improving resources management in network virtualization by utilizing a software-based network. Wirel Pers Commun 106(2):505\u2013519","journal-title":"Wirel Pers Commun"},{"key":"3866_CR13","doi-asserted-by":"publisher","DOI":"10.1007\/s11227-021-03871-9","author":"A Javadpour","year":"2021","unstructured":"Javadpour A, Wang G (2021) cTMvSDN: improving resource management using combination of Markov-process and TDMA in software-defined networking. J Supercomput. https:\/\/doi.org\/10.1007\/s11227-021-03871-9","journal-title":"J Supercomput"},{"key":"3866_CR14","doi-asserted-by":"crossref","unstructured":"Javadpour A, Wang G, Rezaei S, Chend S (2018) Power curtailment in cloud environment utilising load balancing machine allocation. In: 2018 IEEE SmartWorld, Ubiquitous Intelligence Computing, Advanced Trusted Computing, Scalable Computing Communications, Cloud Big Data Computing, Internet of People and Smart City Innovation (SmartWorld\/SCALCOM\/UIC\/ATC\/CBDCom\/IOP\/SCI), pp. 1364\u20131370.","DOI":"10.1109\/SmartWorld.2018.00237"},{"key":"3866_CR15","doi-asserted-by":"publisher","DOI":"10.1007\/s11277-020-07691-7","author":"A Javadpour","year":"2020","unstructured":"Javadpour A, Wang G, Rezaei S (2020a) Resource management in a peer to peer cloud network for IoT. Wirel Pers Commun. https:\/\/doi.org\/10.1007\/s11277-020-07691-7","journal-title":"Wirel Pers Commun"},{"key":"3866_CR16","doi-asserted-by":"publisher","DOI":"10.1007\/s11227-019-03136-6","author":"A Javadpour","year":"2020","unstructured":"Javadpour A, Wang G, Rezaei S, Li K-C (2020b) Detecting straggler MapReduce tasks in big data processing infrastructure by neural network. J Supercomput. https:\/\/doi.org\/10.1007\/s11227-019-03136-6","journal-title":"J Supercomput"},{"key":"3866_CR17","doi-asserted-by":"publisher","first-page":"540","DOI":"10.1016\/j.future.2017.03.001","volume":"76","author":"PP Jayaraman","year":"2017","unstructured":"Jayaraman PP, Yang X, Yavari A, Georgakopoulos D, Yi X (2017) Privacy preserving internet of things: from privacy techniques to a blueprint architecture and efficient implementation. Fut Gen Comput Syst 76:540\u2013549","journal-title":"Fut Gen Comput Syst"},{"key":"3866_CR18","doi-asserted-by":"crossref","unstructured":"Jho N-S, Hwang JY, Cheon JH, Kim M-H, Lee DH, Yoo ES (2005) One-way chain based broadcast encryption schemes. In: Annual International Conference on the Theory and Applications of Cryptographic Techniques, pp. 559\u2013574.","DOI":"10.1007\/11426639_33"},{"key":"3866_CR19","first-page":"1","volume":"2012","author":"P Kamakshi","year":"2012","unstructured":"Kamakshi P, Babu AV (2012) Automatic detection of sensitive attribute in PPDM. IEEE Int Conf Comput Intell Comput Res 2012:1\u20135","journal-title":"IEEE Int Conf Comput Intell Comput Res"},{"issue":"4\u20135","key":"3866_CR20","first-page":"332","volume":"11","author":"BUI Khan","year":"2019","unstructured":"Khan BUI, Olanrewaju RF, Anwar F, Mir RN, Najeeb AR (2019) A critical insight into the effectiveness of research methods evolved to secure IoT ecosystem. Int J Inf Comput Secur 11(4\u20135):332\u2013354","journal-title":"Int J Inf Comput Secur"},{"key":"3866_CR21","doi-asserted-by":"publisher","first-page":"267","DOI":"10.1016\/j.ins.2014.01.040","volume":"267","author":"J Lai","year":"2014","unstructured":"Lai J, Li Y, Deng RH, Weng J, Guan C, Yan Q (2014) Towards semantically secure outsourcing of association rule mining on categorical data. Inf Sci (NY) 267:267\u2013286","journal-title":"Inf Sci (NY)"},{"issue":"5","key":"3866_CR22","doi-asserted-by":"publisher","first-page":"1417","DOI":"10.1109\/TPDS.2016.2615020","volume":"28","author":"Q Liu","year":"2016","unstructured":"Liu Q, Wang G, Li F, Yang S, Wu J (2016) Preserving privacy with probabilistic indistinguishability in weighted social networks. IEEE Trans Parallel Distrib Syst 28(5):1417\u20131429","journal-title":"IEEE Trans Parallel Distrib Syst"},{"key":"3866_CR23","doi-asserted-by":"publisher","first-page":"3302","DOI":"10.1109\/ACCESS.2017.2677520","volume":"5","author":"R Lu","year":"2017","unstructured":"Lu R, Heung K, Lashkari AH, Ghorbani AA (2017) A lightweight privacy-preserving data aggregation scheme for fog computing-enhanced IoT. IEEE Access 5:3302\u20133312","journal-title":"IEEE Access"},{"key":"3866_CR24","doi-asserted-by":"crossref","unstructured":"Martonosi M (2016) Keynotes: internet of things: history and hype, technology and policy. In: 2016 49th Annual IEEE\/ACM International Symposium on Microarchitecture (MICRO), 2016, pp. 1\u20132.","DOI":"10.1109\/MICRO.2016.7783703"},{"key":"3866_CR25","first-page":"1848","volume":"2008","author":"CA Melchor","year":"2008","unstructured":"Melchor CA, Gaborit P (2008) A fast private information retrieval protocol. IEEE Int Symp Inform Theory 2008:1848\u20131852","journal-title":"IEEE Int Symp Inform Theory"},{"key":"3866_CR26","doi-asserted-by":"crossref","unstructured":"Mendel F, Rechberger C, Schl\u00e4ffer M (2009) MD5 is weaker than weak: attacks on concatenated combiners. In: International Conference on the Theory and Application of Cryptology and Information Security, pp. 144\u2013161","DOI":"10.1007\/978-3-642-10366-7_9"},{"key":"3866_CR27","doi-asserted-by":"publisher","DOI":"10.1007\/s11277-020-07591-w","author":"SM Mirmohseni","year":"2020","unstructured":"Mirmohseni SM, Tang C, Javadpour A (2020) Using markov learning utilization model for resource allocation in cloud of thing network. Wirel Pers Commun. https:\/\/doi.org\/10.1007\/s11277-020-07591-w","journal-title":"Wirel Pers Commun"},{"key":"3866_CR28","first-page":"348","volume":"2011","author":"R Mukkamala","year":"2011","unstructured":"Mukkamala R, Ashok VG (2011) Fuzzy-based methods for privacy-preserving data mining. Eighth Int Conf Inform Technol New Gen 2011:348\u2013353","journal-title":"Eighth Int Conf Inform Technol New Gen"},{"key":"3866_CR29","doi-asserted-by":"crossref","unstructured":"Rachels J (2017) Why privacy is important. In: Privacy, Routledge, pp. 11\u201321.","DOI":"10.4324\/9781315246024-2"},{"key":"3866_CR30","first-page":"307","volume":"2009","author":"R Raju","year":"2009","unstructured":"Raju R, Komalavalli R, Kesavakumar V (2009) Privacy maintenance collaborative data mining-a practical approach. Second Int Conf Emerg Trends Eng Technol 2009:307\u2013311","journal-title":"Second Int Conf Emerg Trends Eng Technol"},{"issue":"1","key":"3866_CR31","doi-asserted-by":"publisher","first-page":"196","DOI":"10.1109\/TSG.2012.2224389","volume":"4","author":"S Ruj","year":"2013","unstructured":"Ruj S, Nayak A (2013) A decentralized security framework for data aggregation and access control in smart grids. IEEE Trans Smart Grid 4(1):196\u2013205","journal-title":"IEEE Trans Smart Grid"},{"issue":"4","key":"3866_CR32","doi-asserted-by":"publisher","first-page":"970","DOI":"10.1109\/TKDE.2013.41","volume":"26","author":"T Tassa","year":"2013","unstructured":"Tassa T (2013) Secure mining of association rules in horizontally distributed databases. IEEE Trans Knowl Data Eng 26(4):970\u2013983","journal-title":"IEEE Trans Knowl Data Eng"},{"issue":"16","key":"3866_CR33","doi-asserted-by":"publisher","first-page":"5369","DOI":"10.3390\/s21165369","volume":"21","author":"Q Wang","year":"2021","unstructured":"Wang Q, Mu H (2021) Privacy-Preserving and Lightweight Selective Aggregation with Fault-Tolerance for Edge Computing-Enhanced IoT. Sensors 21(16):5369","journal-title":"Sensors"},{"key":"3866_CR34","doi-asserted-by":"publisher","DOI":"10.1145\/3440249","author":"J Wang","year":"2021","unstructured":"Wang J, Wu L, Zeadally S, Khan MK, He D (2021) Privacy-preserving data aggregation against malicious data mining attack for iot-enabled smart grid. ACM Trans Sen Netw. https:\/\/doi.org\/10.1145\/3440249","journal-title":"ACM Trans Sen Netw."},{"key":"3866_CR35","doi-asserted-by":"crossref","unstructured":"Zhang X, Liu C, Nepal S, Yang C, Dou W, Chen J (2013) Combining top-down and bottom-up: scalable sub-tree anonymization over big data using MapReduce on cloud. In: 2013 12th IEEE International Conference on Trust, Security and Privacy in Computing and Communications, pp. 501\u2013508.","DOI":"10.1109\/TrustCom.2013.235"},{"issue":"5","key":"3866_CR36","doi-asserted-by":"publisher","first-page":"4016","DOI":"10.1109\/JIOT.2020.2978286","volume":"7","author":"J Zhang","year":"2020","unstructured":"Zhang J, Zhao Y, Wu J, Chen B (2020) LVPDA: a lightweight and verifiable privacy-preserving data aggregation scheme for edge-enabled IoT. IEEE Internet Things J 7(5):4016\u20134027","journal-title":"IEEE Internet Things J"},{"key":"3866_CR37","doi-asserted-by":"crossref","unstructured":"Zheng P, Huang J (2013) An efficient image homomorphic encryption scheme with small ciphertext expansion. In: Proceedings of the 21st ACM international conference on Multimedia, pp. 803\u2013812.","DOI":"10.1145\/2502081.2502105"},{"key":"3866_CR38","first-page":"499","volume":"2014","author":"H Zhu","year":"2014","unstructured":"Zhu H, Meng X, Kollios G (2014) Privacy preserving similarity evaluation of time series data. EDBT 2014:499\u2013510","journal-title":"EDBT"}],"container-title":["Journal of Ambient Intelligence and Humanized Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-022-03866-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12652-022-03866-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-022-03866-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,5,23]],"date-time":"2023-05-23T12:04:39Z","timestamp":1684843479000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12652-022-03866-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,17]]},"references-count":38,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2023,5]]}},"alternative-id":["3866"],"URL":"https:\/\/doi.org\/10.1007\/s12652-022-03866-1","relation":{},"ISSN":["1868-5137","1868-5145"],"issn-type":[{"value":"1868-5137","type":"print"},{"value":"1868-5145","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,6,17]]},"assertion":[{"value":"17 September 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 April 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 June 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}