{"title":"Secure and efficient decentralized machine learning through group-based model aggregation","authors":"Brandon A. Mosqueda González, Omar Hasan, Wisnu Uriawan, Youakim Badr, Lionel Brunie","doi":"10.1007/s10586-023-04174-9","DOIUrl":"https://doi.org/10.1007/s10586-023-04174-9","url":null,"abstract":"","PeriodicalId":50674,"journal":{"name":"Cluster Computing-The Journal of Networks Software Tools and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134901376","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-11-10DOI: 10.1007/s10586-023-04179-4
Somnath Chatterjee, Vaibhav Shaw, Ranit Das
{"title":"Multi-stage intrusion detection system aided by grey wolf optimization algorithm","authors":"Somnath Chatterjee, Vaibhav Shaw, Ranit Das","doi":"10.1007/s10586-023-04179-4","DOIUrl":"https://doi.org/10.1007/s10586-023-04179-4","url":null,"abstract":"","PeriodicalId":50674,"journal":{"name":"Cluster Computing-The Journal of Networks Software Tools and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135137292","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-11-10DOI: 10.1007/s10586-023-04169-6
Mohammad Ali Alizadeh, Somayyeh Jafarali Jassbi, Ahmad Khademzadeh, Majid Haghparast
{"title":"Novel lightweight and fine-grained fast access control using RNS properties in fog computing","authors":"Mohammad Ali Alizadeh, Somayyeh Jafarali Jassbi, Ahmad Khademzadeh, Majid Haghparast","doi":"10.1007/s10586-023-04169-6","DOIUrl":"https://doi.org/10.1007/s10586-023-04169-6","url":null,"abstract":"","PeriodicalId":50674,"journal":{"name":"Cluster Computing-The Journal of Networks Software Tools and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135137665","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Abstract In recent years, face biometrics recognition systems are a wide space of a computer usage which is mostly employed for security purpose. The main purpose of the face biometrics recognition system is to authenticate a user from a given database. Due to the widespread expansion of the surveillance cameras and facial recognition technology, a robust face recognition system required. The recognition system needs to store a large number of training samples in any storage unit, that time hackers can access and control that data. So, Protecting and managing sensitive data is essential object. This requires a technique that preserve the privacy of individuals, maintain data integrity, and prevent information leakage. The storage of biometric templates on centralized servers has been associated with potential privacy risks. To address this issue, we have developed and implemented a proof-of-concept facial biometric identification system that uses a private Blockchain platform and smart contract technology. So, the proposed approach is presented a secure and tamper-proof from data breaches as well as hacks with data availability, by using the Blockchain platform to store face images. This paper aims to utilize Blockchain technology to identify individuals based on their biometric traits, specifically facial recognition system makes it tamper-proof (immutable) ensuring security. The system consists of enrolment and authentication phases. Blockchain technology uses peer-to-peer communication, cryptography, consensus processes, and smart contracts to ensure the security. The proposed approach was tested on two popular datasets: CelebFaces Attributes (CelebA) and large-scale face UTKFace datasets. The experimental results indicate that the system yields highly performance outcomes, as evidenced by the Equal Error Rate (EER) values of 0.05% and 0.07% obtained for the CelebA and UTKFace datasets, respectively. The system was compared to three baseline methods and scored the lowest Equal Error Rate.
{"title":"Blockchain-based biometric identity management","authors":"Sherif Hamdy Gomaa Salem, Ashraf Yehia Hassan, Marwa S. Moustafa, Mohamed Nabil Hassan","doi":"10.1007/s10586-023-04180-x","DOIUrl":"https://doi.org/10.1007/s10586-023-04180-x","url":null,"abstract":"Abstract In recent years, face biometrics recognition systems are a wide space of a computer usage which is mostly employed for security purpose. The main purpose of the face biometrics recognition system is to authenticate a user from a given database. Due to the widespread expansion of the surveillance cameras and facial recognition technology, a robust face recognition system required. The recognition system needs to store a large number of training samples in any storage unit, that time hackers can access and control that data. So, Protecting and managing sensitive data is essential object. This requires a technique that preserve the privacy of individuals, maintain data integrity, and prevent information leakage. The storage of biometric templates on centralized servers has been associated with potential privacy risks. To address this issue, we have developed and implemented a proof-of-concept facial biometric identification system that uses a private Blockchain platform and smart contract technology. So, the proposed approach is presented a secure and tamper-proof from data breaches as well as hacks with data availability, by using the Blockchain platform to store face images. This paper aims to utilize Blockchain technology to identify individuals based on their biometric traits, specifically facial recognition system makes it tamper-proof (immutable) ensuring security. The system consists of enrolment and authentication phases. Blockchain technology uses peer-to-peer communication, cryptography, consensus processes, and smart contracts to ensure the security. The proposed approach was tested on two popular datasets: CelebFaces Attributes (CelebA) and large-scale face UTKFace datasets. The experimental results indicate that the system yields highly performance outcomes, as evidenced by the Equal Error Rate (EER) values of 0.05% and 0.07% obtained for the CelebA and UTKFace datasets, respectively. The system was compared to three baseline methods and scored the lowest Equal Error Rate.","PeriodicalId":50674,"journal":{"name":"Cluster Computing-The Journal of Networks Software Tools and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135475375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-11-07DOI: 10.1007/s10586-023-04168-7
Farah Jemili, Rahma Meddeb, Ouajdi Korbaa
{"title":"Intrusion detection based on ensemble learning for big data classification","authors":"Farah Jemili, Rahma Meddeb, Ouajdi Korbaa","doi":"10.1007/s10586-023-04168-7","DOIUrl":"https://doi.org/10.1007/s10586-023-04168-7","url":null,"abstract":"","PeriodicalId":50674,"journal":{"name":"Cluster Computing-The Journal of Networks Software Tools and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135432308","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-11-07DOI: 10.1007/s10586-023-04162-z
Ashish Chaudhari, Bhavesh Gohil, Udai Pratap Rao
{"title":"A novel hybrid framework for Cloud Intrusion Detection System using system call sequence analysis","authors":"Ashish Chaudhari, Bhavesh Gohil, Udai Pratap Rao","doi":"10.1007/s10586-023-04162-z","DOIUrl":"https://doi.org/10.1007/s10586-023-04162-z","url":null,"abstract":"","PeriodicalId":50674,"journal":{"name":"Cluster Computing-The Journal of Networks Software Tools and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135475439","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-11-06DOI: 10.1007/s10586-023-04161-0
Hussam N. Fakhouri, Sadi Alawadi, Feras M. Awaysheh, Faten Hamad
{"title":"Novel hybrid success history intelligent optimizer with Gaussian transformation: application in CNN hyperparameter tuning","authors":"Hussam N. Fakhouri, Sadi Alawadi, Feras M. Awaysheh, Faten Hamad","doi":"10.1007/s10586-023-04161-0","DOIUrl":"https://doi.org/10.1007/s10586-023-04161-0","url":null,"abstract":"","PeriodicalId":50674,"journal":{"name":"Cluster Computing-The Journal of Networks Software Tools and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135590105","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-11-05DOI: 10.1007/s10586-023-04175-8
Dong Yang, Ruyan Ren
{"title":"A method of system selection for shuttle-based storage and retrieval system considering cost and performance","authors":"Dong Yang, Ruyan Ren","doi":"10.1007/s10586-023-04175-8","DOIUrl":"https://doi.org/10.1007/s10586-023-04175-8","url":null,"abstract":"","PeriodicalId":50674,"journal":{"name":"Cluster Computing-The Journal of Networks Software Tools and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135725096","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-11-03DOI: 10.1007/s10586-023-04171-y
Mohd Akbar, Irshad Ahmad, Mohsina Mirza, Manavver Ali, Praveen Barmavatu
{"title":"Enhanced authentication for de-duplication of big data on cloud storage system using machine learning approach","authors":"Mohd Akbar, Irshad Ahmad, Mohsina Mirza, Manavver Ali, Praveen Barmavatu","doi":"10.1007/s10586-023-04171-y","DOIUrl":"https://doi.org/10.1007/s10586-023-04171-y","url":null,"abstract":"","PeriodicalId":50674,"journal":{"name":"Cluster Computing-The Journal of Networks Software Tools and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135819720","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-11-02DOI: 10.1007/s10586-023-04163-y
Alireza Souri, Monire Norouzi, Yousef Alsenani
{"title":"A new cloud-based cyber-attack detection architecture for hyper-automation process in industrial internet of things","authors":"Alireza Souri, Monire Norouzi, Yousef Alsenani","doi":"10.1007/s10586-023-04163-y","DOIUrl":"https://doi.org/10.1007/s10586-023-04163-y","url":null,"abstract":"","PeriodicalId":50674,"journal":{"name":"Cluster Computing-The Journal of Networks Software Tools and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135973409","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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