{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,3]],"date-time":"2025-07-03T04:04:48Z","timestamp":1751515488777,"version":"3.41.0"},"reference-count":32,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T00:00:00Z","timestamp":1751414400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T00:00:00Z","timestamp":1751414400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"Innovation Project of Guangxi University of Science and Technology Graduate Education","award":["GKYC202351"],"award-info":[{"award-number":["GKYC202351"]}]},{"DOI":"10.13039\/501100009329","name":"Guangxi Science and Technology Planning Project","doi-asserted-by":"crossref","award":["Gui Ke AD21220161"],"award-info":[{"award-number":["Gui Ke AD21220161"]}],"id":[{"id":"10.13039\/501100009329","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Basic Ability Improvement Project for Young and Middle-aged University Teachers of Guangxi","award":["2021KY0364","2022KY0325"],"award-info":[{"award-number":["2021KY0364","2022KY0325"]}]},{"name":"Doctoral Fund Project of Guangxi University of Science and Technology","award":["Xiao Ke Bo 23Z08","Xiao Ke Bo 21Z22"],"award-info":[{"award-number":["Xiao Ke Bo 23Z08","Xiao Ke Bo 21Z22"]}]},{"DOI":"10.13039\/501100017691","name":"Guangxi Key Research and Development Program","doi-asserted-by":"publisher","award":["Gui Ke AB23075164","Gui Ke AB23075164"],"award-info":[{"award-number":["Gui Ke AB23075164","Gui Ke AB23075164"]}],"id":[{"id":"10.13039\/501100017691","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62106053"],"award-info":[{"award-number":["62106053"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100012547","name":"Natural Science Foundation of Guangxi Zhuang Autonomous Region","doi-asserted-by":"publisher","award":["2022GXNSFBA035642"],"award-info":[{"award-number":["2022GXNSFBA035642"]}],"id":[{"id":"10.13039\/100012547","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Supercomput"],"DOI":"10.1007\/s11227-025-07571-6","type":"journal-article","created":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T09:11:10Z","timestamp":1751447470000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["CMT-YARN: an efficient security framework for yarn based on an improved merkle tree"],"prefix":"10.1007","volume":"81","author":[{"given":"Peihao","family":"Liu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daojie","family":"Luo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiahua","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Junyi","family":"Deng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dengli","family":"Bu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huan","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Junjie","family":"Yan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,7,2]]},"reference":[{"issue":"02","key":"7571_CR1","doi-asserted-by":"publisher","first-page":"122","DOI":"10.1109\/TBDATA.2023.3328433","volume":"10","author":"W Li","year":"2024","unstructured":"Li W, Wang X, Sun Y, Milanovic S, Kon M, Castrillon-Candas JE (2024) Multilevel stochastic optimization for imputation in massive medical data records. IEEE Trans Big Data 10(02):122\u2013131","journal-title":"IEEE Trans Big Data"},{"issue":"1","key":"7571_CR2","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1186\/s13677-023-00520-9","volume":"12","author":"S Hedayati","year":"2023","unstructured":"Hedayati S, Maleki N, Olsson T, Ahlgren F, Seyednezhad M, Berahmand K (2023) Mapreduce scheduling algorithms in Hadoop: a systematic study. J Cloud Comput 12(1):143","journal-title":"J Cloud Comput"},{"key":"7571_CR3","doi-asserted-by":"crossref","unstructured":"Leung, C.K (2023) Big data mining and analytics with mapreduce. Encyclopedia of Data Science and Machine Learning, 156\u2013172","DOI":"10.4018\/978-1-7998-9220-5.ch010"},{"issue":"07","key":"7571_CR4","doi-asserted-by":"publisher","first-page":"1695","DOI":"10.1109\/TPDS.2021.3124670","volume":"33","author":"MT Islam","year":"2022","unstructured":"Islam MT, Karunasekera S, Buyya R (2022) Performance and cost-efficient spark job scheduling based on deep reinforcement learning in cloud computing environments. IEEE Transon Parallel Distrib Syst 33(07):1695\u20131710","journal-title":"IEEE Transon Parallel Distrib Syst"},{"issue":"1","key":"7571_CR5","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1007\/s11390-021-1629-9","volume":"39","author":"Z Zhang","year":"2024","unstructured":"Zhang Z, Jin P-Q, Xie X-K, Wang X-L, Liu R-C, Wan S-H (2024) Online nonstop task management for storm-based distributed stream processing engines. J Comput Sci Technol 39(1):116\u2013138","journal-title":"J Comput Sci Technol"},{"issue":"1","key":"7571_CR6","doi-asserted-by":"publisher","first-page":"258","DOI":"10.1007\/s11227-021-03896-0","volume":"78","author":"K Jani","year":"2022","unstructured":"Jani K, Kumar A, Nahata R (2022) Hpcfolder: a simple tool used to parallelize algorithms using the message passing interface (mpi). J Supercomput 78(1):258\u2013278","journal-title":"J Supercomput"},{"key":"7571_CR7","doi-asserted-by":"publisher","first-page":"6337","DOI":"10.1109\/TIFS.2024.3412418","volume":"19","author":"Z Zhang","year":"2024","unstructured":"Zhang Z, Li J, Li Y, Cao C, Cao Z (2024) Hardware secure module based lightweight conditional privacy-preserving authentication for vanets. IEEE Trans Inform Forensics Secur 19:6337\u20136350","journal-title":"IEEE Trans Inform Forensics Secur"},{"key":"7571_CR8","doi-asserted-by":"publisher","first-page":"28","DOI":"10.1016\/j.jpdc.2023.02.010","volume":"177","author":"F Frei","year":"2023","unstructured":"Frei F, Wada K (2023) Efficient deterministic mapreduce algorithms for parallelizable problems. J Parall Distrib Comput 177:28\u201338","journal-title":"J Parall Distrib Comput"},{"issue":"04","key":"7571_CR9","doi-asserted-by":"publisher","first-page":"1086","DOI":"10.1109\/TBDATA.2022.3233031","volume":"9","author":"H Li","year":"2023","unstructured":"Li H, Xia J, Luo W, Fang H (2023) Cost-efficient scheduling of streaming applications in apache Flink on cloud. IEEE Trans Big Data 9(04):1086\u20131101","journal-title":"IEEE Trans Big Data"},{"issue":"4","key":"7571_CR10","doi-asserted-by":"publisher","first-page":"747","DOI":"10.14778\/3574245.3574259","volume":"16","author":"B Kim","year":"2022","unstructured":"Kim B, Koo K, Enkhbat U, Kim S, Kim J, Moon B (2022) M2bench: a database benchmark for multi-model analytic workloads. Procee VLDB Endowment 16(4):747\u2013759","journal-title":"Procee VLDB Endowment"},{"key":"7571_CR11","doi-asserted-by":"publisher","first-page":"102580","DOI":"10.1016\/j.cose.2021.102580","volume":"114","author":"FK Parast","year":"2022","unstructured":"Parast FK, Sindhav C, Nikam S, Yekta HI, Kent KB, Hakak S (2022) Cloud computing security: a survey of service-based models. Comput Secur 114:102580","journal-title":"Comput Secur"},{"issue":"17","key":"7571_CR12","doi-asserted-by":"publisher","first-page":"18405","DOI":"10.1007\/s11227-022-04594-1","volume":"78","author":"Y Zhong","year":"2022","unstructured":"Zhong Y, Chen L, Dan C, Rezaeipanah A (2022) A systematic survey of data mining and big data analysis in internet of things. J Supercomput 78(17):18405\u201318453","journal-title":"J Supercomput"},{"key":"7571_CR13","doi-asserted-by":"crossref","unstructured":"Zhang, B., Dong, B., Wang, W.H.: Assuremr: Verifiable sql execution on mapreduce. In: 2018 IEEE 34th International Conference on Data Engineering (ICDE), pp. 1228\u20131231 (2018). IEEE","DOI":"10.1109\/ICDE.2018.00117"},{"issue":"03","key":"7571_CR14","first-page":"897","volume":"33","author":"B Zhang","year":"2021","unstructured":"Zhang B, Dong B, Wang WH (2021) Correctmr: authentication of distributed sql execution on mapreduce. IEEE Trans Knowl Data Eng 33(03):897\u2013908","journal-title":"IEEE Trans Knowl Data Eng"},{"issue":"2","key":"7571_CR15","doi-asserted-by":"publisher","first-page":"116","DOI":"10.2991\/ijndc.2016.4.2.5","volume":"4","author":"Y Wang","year":"2016","unstructured":"Wang Y, Wei J, Srivatsa M, Duan Y, Du W (2016) Integritymr: exploring result integrity assurance solutions for big data computing applications. Int J Netw Distrib Comput 4(2):116\u2013126","journal-title":"Int J Netw Distrib Comput"},{"issue":"1","key":"7571_CR16","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1186\/s40537-021-00555-2","volume":"9","author":"L Belcastro","year":"2022","unstructured":"Belcastro L, Cantini R, Marozzo F, Orsino A, Talia D, Trunfio P (2022) Programming big data analysis: principles and solutions. J Big Data 9(1):4","journal-title":"J Big Data"},{"key":"7571_CR17","doi-asserted-by":"crossref","unstructured":"Li, W., Shen, Q., Dong, C., Yang, Y., Wu, Z.: Seyarn: Enhancing security of yarn clusters based on health check service. In: Information Systems Security and Privacy: Second International Conference, ICISSP 2016, Rome, Italy, February 19-21, 2016, Revised Selected Papers 2, pp. 148\u2013168 (2017). Springer","DOI":"10.1007\/978-3-319-54433-5_9"},{"issue":"06","key":"7571_CR18","first-page":"1166","volume":"13","author":"AT Haghighat","year":"2020","unstructured":"Haghighat AT, Shajari M (2020) Service integrity assurance for distributed computation outsourcing. IEEE Trans Serv Comput 13(06):1166\u20131179","journal-title":"IEEE Trans Serv Comput"},{"issue":"6","key":"7571_CR19","doi-asserted-by":"publisher","first-page":"3121","DOI":"10.1016\/j.jksuci.2020.05.005","volume":"34","author":"U Narayanan","year":"2022","unstructured":"Narayanan U, Paul V, Joseph S (2022) A novel system architecture for secure authentication and data sharing in cloud enabled big data environment. J King Saud Univ-Comput Info Sci 34(6):3121\u20133135","journal-title":"J King Saud Univ-Comput Info Sci"},{"key":"7571_CR20","doi-asserted-by":"publisher","first-page":"1080","DOI":"10.1016\/j.future.2017.09.061","volume":"92","author":"N Chervyakov","year":"2019","unstructured":"Chervyakov N, Babenko M, Tchernykh A, Kucherov N, Miranda-L\u00f3pez V, Cort\u00e9s-Mendoza JM (2019) Ar-rrns: Configurable reliable distributed data storage systems for internet of things to ensure security. Future Generat Comput Syst 92:1080\u20131092","journal-title":"Future Generat Comput Syst"},{"issue":"5","key":"7571_CR21","doi-asserted-by":"publisher","first-page":"548","DOI":"10.3390\/electronics8050548","volume":"8","author":"J Deng","year":"2019","unstructured":"Deng J, Liu Y, Wang J, Li S (2019) Shiyf: a secured and high-integrity yarn framework. Electronics 8(5):548","journal-title":"Electronics"},{"key":"7571_CR22","doi-asserted-by":"crossref","unstructured":"Merkle, R.C.: A digital signature based on a conventional encryption function. In: Conference on the Theory and Application of Cryptographic Techniques, pp. 369\u2013378 (1987). Springer","DOI":"10.1007\/3-540-48184-2_32"},{"key":"7571_CR23","unstructured":"Mangal, M., Murugesan, M.: Uncheatable grid computing. In: 24th International Conference on Distributed Computing Systems, 2004. Proceedings., pp. 4\u201311 (2004). IEEE"},{"issue":"7","key":"7571_CR24","doi-asserted-by":"publisher","first-page":"1010","DOI":"10.1631\/FITEE.2000043","volume":"22","author":"M Kaveh","year":"2021","unstructured":"Kaveh M, Falahati A (2021) An improved merkle hash tree based secure scheme for bionic underwater acoustic communication. Front Info Technol Electron Eng 22(7):1010\u20131019","journal-title":"Front Info Technol Electron Eng"},{"issue":"1","key":"7571_CR25","first-page":"9977744","volume":"2021","author":"K He","year":"2021","unstructured":"He K, Huang C, Shi J, Hu X, Fan X (2021) Enabling decentralized and dynamic data integrity verification for secure cloud storage via T-Merkle hash tree based blockchain. Mobile Info Syst 2021(1):9977744","journal-title":"Mobile Info Syst"},{"key":"7571_CR26","doi-asserted-by":"publisher","first-page":"59263","DOI":"10.1109\/ACCESS.2023.3240066","volume":"11","author":"Z Liu","year":"2023","unstructured":"Liu Z, Ren L, Feng Y, Wang S, Wei J (2023) Data integrity audit scheme based on quad Merkle tree and blockchain. IEEE Access 11:59263\u201359273","journal-title":"IEEE Access"},{"issue":"2","key":"7571_CR27","doi-asserted-by":"publisher","first-page":"1793","DOI":"10.1007\/s13369-022-06961-9","volume":"48","author":"DB Khadse","year":"2023","unstructured":"Khadse DB, Swain G (2023) Data hiding and integrity verification based on quotient value differencing and Merkle tree. Arab J Sci Eng 48(2):1793\u20131805","journal-title":"Arab J Sci Eng"},{"key":"7571_CR28","doi-asserted-by":"crossref","unstructured":"Yamaoka, A., Son, T., Shimari, K., Ishio, T., Matsumoto, K.: Comparing execution trace using merkle- tree to detect backward incompatibilities. In: 2024 IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER), pp. 649\u2013653 (2024)","DOI":"10.1109\/SANER60148.2024.00071"},{"key":"7571_CR29","doi-asserted-by":"publisher","first-page":"103486","DOI":"10.1016\/j.jnca.2022.103486","volume":"207","author":"H Ye","year":"2022","unstructured":"Ye H, Liu J, Zhen H, Jiang W, Wang B, Wang W (2022) Vrefl: Verifiable and reconnection-efficient federated learning in IoT scenarios. J Netw Comput Appl 207:103486","journal-title":"J Netw Comput Appl"},{"issue":"03","key":"7571_CR30","doi-asserted-by":"publisher","first-page":"418","DOI":"10.1109\/TBDATA.2016.2599928","volume":"4","author":"Y Wang","year":"2018","unstructured":"Wang Y, Shen Y, Wang H, Cao J, Jiang X (2018) Mtmr: ensuring mapreduce computation integrity with Merkle tree-based verifications. IEEE Trans Big Data 4(03):418\u2013431","journal-title":"IEEE Trans Big Data"},{"issue":"6","key":"7571_CR31","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1145\/3065386","volume":"60","author":"A Krizhevsky","year":"2017","unstructured":"Krizhevsky A, Sutskever I, Hinton GE (2017) Imagenet classification with deep convolutional neural networks. Commun ACM 60(6):84\u201390","journal-title":"Commun ACM"},{"issue":"3","key":"7571_CR32","doi-asserted-by":"publisher","first-page":"676","DOI":"10.1109\/TIFS.2016.2631951","volume":"12","author":"Y Zhang","year":"2017","unstructured":"Zhang Y, Xu C, Liang X, Li H, Mu Y, Zhang X (2017) Efficient public verification of data integrity for cloud storage systems from indistinguishability obfuscation. IEEE Trans Info Forensics Secur 12(3):676\u2013688","journal-title":"IEEE Trans Info Forensics Secur"}],"container-title":["The Journal of Supercomputing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-025-07571-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11227-025-07571-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11227-025-07571-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T09:11:17Z","timestamp":1751447477000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11227-025-07571-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,2]]},"references-count":32,"journal-issue":{"issue":"10","published-online":{"date-parts":[[2025,7]]}},"alternative-id":["7571"],"URL":"https:\/\/doi.org\/10.1007\/s11227-025-07571-6","relation":{},"ISSN":["1573-0484"],"issn-type":[{"value":"1573-0484","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,7,2]]},"assertion":[{"value":"10 June 2025","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 July 2025","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"All authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}],"article-number":"1098"}}