Computer Science Review最新文献

A comprehensive survey of Federated Intrusion Detection Systems: Techniques, challenges and solutions

IF 12.9 1区计算机科学

Computer Science Review Pub Date : 2024-12-20 DOI: 10.1016/j.cosrev.2024.100717

Ioannis Makris, Aikaterini Karampasi, Panagiotis Radoglou-Grammatikis, Nikolaos Episkopos, Eider Iturbe, Erkuden Rios, Nikos Piperigkos, Aris Lalos, Christos Xenakis, Thomas Lagkas, Vasileios Argyriou, Panagiotis Sarigiannidis

{"title":"A comprehensive survey of Federated Intrusion Detection Systems: Techniques, challenges and solutions","authors":"Ioannis Makris, Aikaterini Karampasi, Panagiotis Radoglou-Grammatikis, Nikolaos Episkopos, Eider Iturbe, Erkuden Rios, Nikos Piperigkos, Aris Lalos, Christos Xenakis, Thomas Lagkas, Vasileios Argyriou, Panagiotis Sarigiannidis","doi":"10.1016/j.cosrev.2024.100717","DOIUrl":"https://doi.org/10.1016/j.cosrev.2024.100717","url":null,"abstract":"Cyberattacks have increased radically over the last years, while the exploitation of Artificial Intelligence (AI) leads to the implementation of even smarter attacks which subsequently require solutions that will efficiently confront them. This need is indulged by incorporating Federated Intrusion Detection Systems (FIDS), which have been widely employed in multiple scenarios involving communication in cyber–physical systems. These include, but are not limited to, the Internet of Things (IoT) devices, Industrial IoT (IIoT), healthcare systems (Internet of Medical Things/IoMT), Internet of Vehicles (IoV), Smart Manufacturing (SM), Supervisory Control and Data Acquisition (SCADA) systems, Multi-access Edge Computing (MEC) devices, among others. Tackling the challenge of cyberthreats in all the aforementioned scenarios is of utmost importance for assuring the safety and continuous functionality of the operations, crucial for maintaining proper procedures in all Critical Infrastructures (CIs). For this purpose, pertinent knowledge of the current status in state-of-the-art (SOTA) federated intrusion detection methods is mandatory, towards encompassing while simultaneously evolving them in order to timely detect and mitigate cyberattack incidents. In this study, we address this challenge and provide the readers with an overview of FL implementations regarding Intrusion Detection in several CIs. Additionally, the distinct communication protocols, attack types and datasets utilized are thoroughly discussed. Finally, the latest Machine Learning (ML) and Deep Learning (DL) frameworks and libraries to implement such methods are also provided.","PeriodicalId":48633,"journal":{"name":"Computer Science Review","volume":"24 1","pages":""},"PeriodicalIF":12.9,"publicationDate":"2024-12-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142867649","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Knowledge graph representation learning: A comprehensive and experimental overview

IF 12.9 1区计算机科学

Computer Science Review Pub Date : 2024-12-19 DOI: 10.1016/j.cosrev.2024.100716

Dorsaf Sellami, Wissem Inoubli, Imed Riadh Farah, Sabeur Aridhi

{"title":"Knowledge graph representation learning: A comprehensive and experimental overview","authors":"Dorsaf Sellami, Wissem Inoubli, Imed Riadh Farah, Sabeur Aridhi","doi":"10.1016/j.cosrev.2024.100716","DOIUrl":"https://doi.org/10.1016/j.cosrev.2024.100716","url":null,"abstract":"Knowledge graph embedding (KGE) is a hot topic in the field of Knowledge graphs (KG). It aims to transform KG entities and relations into vector representations, facilitating their manipulation in various application tasks and real-world scenarios. So far, numerous models have been developed in KGE to perform KG embedding. However, several challenges must be addressed when designing effective KGE models. The most discussed challenges in the literature include scalability (KGs contain millions of entities and relations), incompleteness (missing links), the complexity of relations (symmetries, inversion, composition, etc.), and the sparsity of some entities and relations. The purpose of this paper is to provide a comprehensive overview of KGE models. We begin with a theoretical analysis and comparison of the existing methods proposed so far for generating KGE, which we have classified into four categories. We then conducted experiments using four benchmark datasets to compare the efficacy, efficiency, inductiveness, the electricity and the CO<mml:math altimg=\"si1.svg\" display=\"inline\"><mml:msub><mml:mrow></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math> emission of five state-of-the-art methods in the link prediction task, providing a comprehensive analysis of the most commonly used benchmarks in the literature.","PeriodicalId":48633,"journal":{"name":"Computer Science Review","volume":"81 1","pages":""},"PeriodicalIF":12.9,"publicationDate":"2024-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142867650","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A comprehensive review of usage control frameworks

IF 12.9 1区计算机科学

Computer Science Review Pub Date : 2024-12-09 DOI: 10.1016/j.cosrev.2024.100698

Ines Akaichi, Sabrina Kirrane

{"title":"A comprehensive review of usage control frameworks","authors":"Ines Akaichi, Sabrina Kirrane","doi":"10.1016/j.cosrev.2024.100698","DOIUrl":"https://doi.org/10.1016/j.cosrev.2024.100698","url":null,"abstract":"The sharing of data and digital assets in a decentralized settling is entangled with various legislative challenges, including, but not limited to, the need to adhere to legal requirements with respect to privacy and copyright. In order to provide more control to data and digital asset owners, usage control could be used to make sure that consumers handle data according to privacy, licenses, regulatory requirements, among others. However, considering that many of the existing usage control frameworks were designed to cater for different use cases (e.g., networking, operating systems, and industry 4.0), there is a need to better understand the existing proposals and how they compare to one another. In this paper, we provide a holistic overview of existing usage control frameworks and their support for a broad set of requirements. We systematically collect requirements that are routinely used to guide the development of usage control solutions, which are classified according to three broad dimensions: <ce:italic>specification</ce:italic>, <ce:italic>enforcement</ce:italic>, and <ce:italic>system</ce:italic>. We use these requirements to conduct a qualitative comparison of the most prominent usage control frameworks found in the literature. Finally, we identify existing gaps, challenges, and opportunities in the field of usage control in general, and in decentralized environments in particular.","PeriodicalId":48633,"journal":{"name":"Computer Science Review","volume":"106 1","pages":""},"PeriodicalIF":12.9,"publicationDate":"2024-12-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142816523","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Cloud continuum testbeds and next-generation ICTs: Trends, challenges, and perspectives

IF 12.9 1区计算机科学

Computer Science Review Pub Date : 2024-12-06 DOI: 10.1016/j.cosrev.2024.100696

Fran Casino, Peio Lopez-Iturri, Constantinos Patsakis

{"title":"Cloud continuum testbeds and next-generation ICTs: Trends, challenges, and perspectives","authors":"Fran Casino, Peio Lopez-Iturri, Constantinos Patsakis","doi":"10.1016/j.cosrev.2024.100696","DOIUrl":"https://doi.org/10.1016/j.cosrev.2024.100696","url":null,"abstract":"As society’s dependence on Information and Communication Technologies (ICTs) grows, providing efficient and resourceful services entails many complexities that require, among others, scalable systems that are provided with intelligent and automated management. In parallel, the different components of cloud computing are continuously evolving to enhance their capabilities towards leveraging the next generation of ICTs. Due to the substantial investment in resources required to provide efficient services, suitable research and experimentation platforms to test and validate cloud technologies before releasing them into operational versions are crucial to delivering sound systems with sustainable cost/benefit ratios. In this article, we review the current state of the art by analysing cloud testbeds devoted to studying the capabilities of the cloud continuum. Instead of recalling a component-wise or architectural discussion of these systems, this article explores the full spectrum of the cloud continuum testbeds and their features, providing a taxonomy that can be practically used as an entry point to identify each testbed’s scope. Moreover, we extract the challenges found in the literature to deliver a profound discussion, correlating the analysed testbeds and their features. Our findings highlight the main gaps and potential roadmaps to provide effective testbeds considering the next generation of ICTs.","PeriodicalId":48633,"journal":{"name":"Computer Science Review","volume":"10 1","pages":""},"PeriodicalIF":12.9,"publicationDate":"2024-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142788849","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Integrating Explainable AI with Federated Learning for Next-Generation IoT: A comprehensive review and prospective insights

IF 12.9 1区计算机科学

Computer Science Review Pub Date : 2024-12-06 DOI: 10.1016/j.cosrev.2024.100697

Praveer Dubey, Mohit Kumar

{"title":"Integrating Explainable AI with Federated Learning for Next-Generation IoT: A comprehensive review and prospective insights","authors":"Praveer Dubey, Mohit Kumar","doi":"10.1016/j.cosrev.2024.100697","DOIUrl":"https://doi.org/10.1016/j.cosrev.2024.100697","url":null,"abstract":"The emergence of the Internet of Things (IoT) signifies a transformative wave of innovation, establishing a network of devices designed to enrich everyday experiences. Developing intelligent and secure IoT applications without compromising user privacy and the transparency of model decisions causes a significant challenge. Federated Learning (FL) serves as a innovative solution, encouraging collaborative learning across a wide range of devices and ensures the protection of user data and builds trust in the process. However, challenges remain, including data variability, potential security vulnerabilities within FL, and the necessity for transparency in decentralized models. Moreover, the lack of clarity associated with traditional AI models raises issues regarding transparency, trust and fairness in IoT applications. The survey examines the integration of Explainable AI (XAI) and FL within the Next Generation IoT framework. It provides a thorough analysis of how XAI techniques can elucidate the mechanisms of FL models, addressing challenges such as communication overhead, data heterogeneity and privacy-preserving explanation methods. The survey brings attention to the benefits of FL, including secure data sharing, effective modeling of heterogeneous data and improved communication and interoperability. Additionally, it presents mathematical formulations of the challenges in FL and discusses potential solutions aimed at enhancing the resilience and scalability of IoT implementations. Eventually, convergence of XAI and FL enhances interpretability and promotes the development of trustworthy and transparent AI systems, establishing a strong foundation for impactful applications in the ever evolving Next-Generation IoT landscape.","PeriodicalId":48633,"journal":{"name":"Computer Science Review","volume":"221 1","pages":""},"PeriodicalIF":12.9,"publicationDate":"2024-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142788848","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Ontology learning towards expressiveness: A survey

IF 12.9 1区计算机科学

Computer Science Review Pub Date : 2024-12-05 DOI: 10.1016/j.cosrev.2024.100693

Pauline Armary, Cheikh Brahim El-Vaigh, Ouassila Labbani Narsis, Christophe Nicolle

引用次数: 0

Non-square grids: A new trend in imaging and modeling?

IF 12.9 1区计算机科学

Computer Science Review Pub Date : 2024-12-04 DOI: 10.1016/j.cosrev.2024.100695

Paola Magillo

引用次数: 0

A comprehensive review on current issues and advancements of Internet of Things in precision agriculture

IF 13.3 1区计算机科学

Computer Science Review Pub Date : 2024-11-28 DOI: 10.1016/j.cosrev.2024.100694

S. Dhanasekar

引用次数: 0

A comprehensive review on Software-Defined Networking (SDN) and DDoS attacks: Ecosystem, taxonomy, traffic engineering, challenges and research directions 关于软件定义网络（SDN）和 DDoS 攻击的全面综述：生态系统、分类、流量工程、挑战和研究方向

IF 13.3 1区计算机科学

Computer Science Review Pub Date : 2024-11-23 DOI: 10.1016/j.cosrev.2024.100692

Amandeep Kaur , C. Rama Krishna , Nilesh Vishwasrao Patil

{"title":"A comprehensive review on Software-Defined Networking (SDN) and DDoS attacks: Ecosystem, taxonomy, traffic engineering, challenges and research directions","authors":"Amandeep Kaur , C. Rama Krishna , Nilesh Vishwasrao Patil","doi":"10.1016/j.cosrev.2024.100692","DOIUrl":"10.1016/j.cosrev.2024.100692","url":null,"abstract":"<div><div>Software Defined network (SDN) represents a sophisticated networking approach that separates the control logic from the data plane. This separation results in a loosely coupled architecture between the control and data planes, enhancing flexibility in managing and transforming network configurations. Additionally, SDN provides a centralized management model through the SDN controller, simplifying network administration. Despite these advantages, SDN has its security challenges. Issues such as topology spoofing, bandwidth exhaustion, flow table updates, and Distributed Denial of Service (DDoS) attacks are prevalent. Among these, DDoS attacks pose a significant threat to the SDN infrastructure. Understanding SDN’s comprehensive ecosystem and functionality is crucial for mitigating SDN vulnerabilities that may attract DDoS attacks. Further, the central data controller of SDN becomes the primary target of DDoS attacks. In this article, we present: (i) A comprehensive SDN environment ecosystem with analysis of each class, (ii) A DDoS attacks taxonomy for the SDN environment with characterization of each class, (iii) Critically analyzed existing statistical, machine and deep learning-based DDoS attacks detection approaches for the SDN environment, (iv) Systematically characterize and compare existing open-source Distributed Processing Frameworks (DPF) for traffic engineering in the SDN environment, (v) Security challenges associated with the SDN environment, (vi) Summarize publically available DDoS attack datasets, (vii) Highlight open issues and future research directions for protecting the SDN environment from DDoS attacks.</div></div>","PeriodicalId":48633,"journal":{"name":"Computer Science Review","volume":"55 ","pages":"Article 100692"},"PeriodicalIF":13.3,"publicationDate":"2024-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142703289","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

From accuracy to approximation: A survey on approximate homomorphic encryption and its applications 从精确到近似：近似同态加密及其应用概览

IF 13.3 1区计算机科学

Computer Science Review Pub Date : 2024-11-22 DOI: 10.1016/j.cosrev.2024.100689

Weinan Liu , Lin You , Yunfei Shao , Xinyi Shen , Gengran Hu , Jiawen Shi , Shuhong Gao

{"title":"From accuracy to approximation: A survey on approximate homomorphic encryption and its applications","authors":"Weinan Liu , Lin You , Yunfei Shao , Xinyi Shen , Gengran Hu , Jiawen Shi , Shuhong Gao","doi":"10.1016/j.cosrev.2024.100689","DOIUrl":"10.1016/j.cosrev.2024.100689","url":null,"abstract":"<div><div>Due to the increasing popularity of application scenarios such as cloud computing, and the growing concern of users about the security and privacy of their data, information security and privacy protection technologies are facing new challenges. Consequently, Homomorphic Encryption (HE) technology has been developed. HE technology has evolved from Partially Homomorphic Encryption (PHE) to fully homomorphic encryption, from theory to practice Recently, the surge in machine learning applications has brought new challenges to HE technology. These applications require floating-point arithmetic numbers while adapting to a certain degree of precision loss, which has brought approximate homomorphic encryption (AHE) technology into the forefront of information security research. This work examines the development trajectory from PHE to AHE, and summarizes and analyzes the research works related to AHE from the three aspects: bootstrapping, improved precision, and variants. In addition, this work shows three different application scenarios of AHE from low level to high level, and combs the related works to present the readers with the latest application trend of AHE schemes.</div></div>","PeriodicalId":48633,"journal":{"name":"Computer Science Review","volume":"55 ","pages":"Article 100689"},"PeriodicalIF":13.3,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142684363","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0