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- research-articleFebruary 2025
Community Detection method based on Random walk and Multi objective Evolutionary algorithm in complex networks
Journal of Network and Computer Applications (JNCA), Volume 234, Issue Chttps://doi.org/10.1016/j.jnca.2024.104070AbstractIn recent years, due to the existence of intricate interactions between multiple entities in complex networks, ranging from biology to social or economic networks, community detection has helped us to better understand these networks. In fact, ...
- research-articleFebruary 2025
Heterogeneous graph representation learning via mutual information estimation for fraud detection
Journal of Network and Computer Applications (JNCA), Volume 234, Issue Chttps://doi.org/10.1016/j.jnca.2024.104046AbstractIn the fraud detection, fraudsters frequently engage with numerous benign users to disguise their activities. Consequently, the fraud graph exhibits not only homogeneous connections between the fraudsters and the same labeled nodes, but also ...
- review-articleJanuary 2025
Joint optimization scheme for task offloading and resource allocation based on MO-MFEA algorithm in intelligent transportation scenarios
Journal of Network and Computer Applications (JNCA), Volume 233, Issue Chttps://doi.org/10.1016/j.jnca.2024.104039AbstractWith the surge of transportation data and diversification of services, the resources for data processing in intelligent transportation systems become more limited. In order to solve this problem, this paper studies the problem of computation ...
- research-articleJanuary 2025
Leveraging blockchain and federated learning in Edge-Fog-Cloud computing environments for intelligent decision-making with ECG data in IoT
Journal of Network and Computer Applications (JNCA), Volume 233, Issue Chttps://doi.org/10.1016/j.jnca.2024.104037AbstractBlockchain technology combined with Federated Learning (FL) offers a promising solution for enhancing privacy, security, and efficiency in medical IoT applications across edge, fog, and cloud computing environments. This approach enables multiple ...
- research-articleJanuary 2025
Android malware defense through a hybrid multi-modal approach
Journal of Network and Computer Applications (JNCA), Volume 233, Issue Chttps://doi.org/10.1016/j.jnca.2024.104035AbstractThe rapid proliferation of Android apps has given rise to a dark side, where increasingly sophisticated malware poses a formidable challenge for detection. To combat this evolving threat, we present an explainable hybrid multi-modal framework. ...
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- research-articleDecember 2024
A cooperative task assignment framework with minimum cooperation cost in crowdsourcing systems
Journal of Network and Computer Applications (JNCA), Volume 232, Issue Chttps://doi.org/10.1016/j.jnca.2024.104033AbstractCrowdsourcing provides a new problem-solving paradigm that utilizes the intelligence of crowds to solve computer-hard problems. Task assignment is a foundation problem in crowdsourcing systems and applications. However, existing task assignment ...
Highlights- A two-stage cooperative task assignment framework for crowdsourcing is proposed.
- Minimizing the total cooperation cost under the workload constraint of workers.
- The Individual cooperation cost highly depends on the global task ...
- research-articleDecember 2024
Distributed Fog computing system for weapon detection and face recognition
- Héctor Martinez,
- Francisco J. Rodriguez-Lozano,
- Fernando León-García,
- Jose M. Palomares,
- Joaquín Olivares
Journal of Network and Computer Applications (JNCA), Volume 232, Issue Chttps://doi.org/10.1016/j.jnca.2024.104026AbstractSurveillance systems are very important to prevent situations where armed people appear. To minimize human supervision, there are algorithms based on artificial intelligence that perform a large part of the identification and detection tasks. ...
Highlights- Efficient distributed infrastructure using Fog Computing approach.
- Weapon detection in distributed environments.
- Reduced communication from Edge to Cloud.
- Lower power consumption than Edge Computing or Cloud Computing.
- review-articleDecember 2024
Living on the edge: A survey of Digital Twin-Assisted Task Offloading in safety-critical environments
- Pedro R.X. do Carmo,
- Diego de Freitas Bezerra,
- Assis T. Oliveira Filho,
- Eduardo Freitas,
- Miguel L.P.C. Silva,
- Marrone Dantas,
- Beatriz Oliveira,
- Judith Kelner,
- Djamel F.H. Sadok,
- Ricardo Souza
Journal of Network and Computer Applications (JNCA), Volume 232, Issue Chttps://doi.org/10.1016/j.jnca.2024.104024AbstractThis survey delves into the synergy between Digital Twin technology and Task Offloading within safety-critical sectors, offering a nuanced understanding of their integration, potential benefits, and associated challenges. By defining fundamental ...
- research-articleDecember 2024
Energy efficient multi-user task offloading through active RIS with hybrid TDMA-NOMA transmission
Journal of Network and Computer Applications (JNCA), Volume 232, Issue Chttps://doi.org/10.1016/j.jnca.2024.104005AbstractIn this paper, we address the challenge of minimizing system energy consumption for task offloading within non-line-of-sight (NLoS) mobile edge computing (MEC) environments. Our approach integrates an active reconfigurable intelligent surface (...
- research-articleNovember 2024
Privacy-preserving federated learning for proactive maintenance of IoT-empowered multi-location smart city facilities
Journal of Network and Computer Applications (JNCA), Volume 231, Issue Chttps://doi.org/10.1016/j.jnca.2024.103996AbstractThe widespread adoption of the Internet of Things (IoT) and deep learning (DL) have facilitated a social paradigm shift towards smart cities, accelerating the rapid construction of smart facilities. However, newly constructed facilities often ...
Highlights- Proactive maintenance of smart facilities can be achieved with federated learning
- Privacy of FL model parameters can be preserved with fully homomorphic encryption
- Our proposed method FedSTMA outperforms other existing cutting-edge ...
- review-articleOctober 2024
Privacy-preserving generation and publication of synthetic trajectory microdata: A comprehensive survey
Journal of Network and Computer Applications (JNCA), Volume 230, Issue Chttps://doi.org/10.1016/j.jnca.2024.103951AbstractThe generation of trajectory data has increased dramatically with the advent and widespread use of GPS-enabled devices. This rich source of data provides invaluable insights for various applications such as traffic optimization, urban planning, ...
- research-articleOctober 2024
Virtual reality traffic prioritization for Wi-Fi quality of service improvement using machine learning classification techniques
- Seyedeh Soheila Shaabanzadeh,
- Marc Carrascosa-Zamacois,
- Juan Sánchez-González,
- Costas Michaelides,
- Boris Bellalta
Journal of Network and Computer Applications (JNCA), Volume 230, Issue Chttps://doi.org/10.1016/j.jnca.2024.103939AbstractThe increase in the demand for eXtended Reality (XR)/Virtual Reality (VR) services in the recent years, poses a great challenge for Wi-Fi networks to maintain the strict latency requirements. In VR over Wi-Fi, latency is a significant issue. In ...
- research-articleOctober 2024
Multi-agent reinforcement learning for privacy-aware distributed CNN in heterogeneous IoT surveillance systems
Journal of Network and Computer Applications (JNCA), Volume 230, Issue Chttps://doi.org/10.1016/j.jnca.2024.103933AbstractAlthough Deep Neural Networks (DNN) have become the backbone technology of several Internet of Things (IoT) applications, their execution in resource-constrained devices remains challenging. To cater for these challenges, collaborative deep ...
- research-articleOctober 2024
Advanced optimization-based weighted features for ensemble deep learning smart occupancy detection network for road traffic parking
Journal of Network and Computer Applications (JNCA), Volume 230, Issue Chttps://doi.org/10.1016/j.jnca.2024.103924AbstractIn day-to-day activities, the advanced technology like Internet of Things (IoT) emerges to improve the lifestyle of people. In metropolitan cities, real-time parking is the long-lasting problem that we face in our daily life activities. Urban ...
- research-articleSeptember 2024
Federated deep reinforcement learning for task offloading and resource allocation in mobile edge computing-assisted vehicular networks
Journal of Network and Computer Applications (JNCA), Volume 229, Issue Chttps://doi.org/10.1016/j.jnca.2024.103941AbstractMobile edge computing (MEC) enables computation intensive applications in the Internet of Vehicles (IoV) to no longer be limited by device resources. However, the lack of an effective task scheduling strategy will seriously affect users’ quality ...
- research-articleSeptember 2024
Hybrid kitchen safety guarding with stove fire recognition based on the Internet of Things
Journal of Network and Computer Applications (JNCA), Volume 229, Issue Chttps://doi.org/10.1016/j.jnca.2024.103921AbstractIn this paper, we design a hybrid kitchen safety guarding framework using embedded devices and onboard sensors to detect abnormal events and block gas sources in time through the Internet of Things (IoT). According to the relevant literature we ...
- research-articleSeptember 2024
A multi-UAV assisted task offloading and path optimization for mobile edge computing via multi-agent deep reinforcement learning
Journal of Network and Computer Applications (JNCA), Volume 229, Issue Chttps://doi.org/10.1016/j.jnca.2024.103919AbstractTo tackle task offloading and path planning challenges in multi-UAV-assisted mobile edge computing, this paper proposes a task offloading and path optimization approach via multi-agent deep reinforcement learning. The primary goal is to minimize ...
- research-articleSeptember 2022
On-device modeling of user’s social context and familiar places from smartphone-embedded sensor data
Journal of Network and Computer Applications (JNCA), Volume 205, Issue Chttps://doi.org/10.1016/j.jnca.2022.103438AbstractContext modeling and recognition represent complex tasks that allow mobile and ubiquitous computing applications to adapt to the user’s situation. The real advantage of context-awareness in mobile environments mainly relies on the ...
Highlights- On-device modeling of social relationships and familiar places from mobile sensors.
- review-articleSeptember 2021
Fake news outbreak 2021: Can we stop the viral spread?
Journal of Network and Computer Applications (JNCA), Volume 190, Issue Chttps://doi.org/10.1016/j.jnca.2021.103112AbstractSocial Networks' omnipresence and ease of use has revolutionized the generation and distribution of information in today's world. However, easy access to information does not equal an increased level of public knowledge. Unlike ...
- research-articleFebruary 2025
RC-chain: Reputation-based crowdsourcing blockchain for vehicular networks
Journal of Network and Computer Applications (JNCA), Volume 176, Issue Chttps://doi.org/10.1016/j.jnca.2020.102956AbstractAs the commercial use of 5G technologies has grown more prevalent, smart vehicles have become an efficient platform for delivering a wide array of services directly to customers. The vehicular crowdsourcing service (VCS), for example, can provide ...
Highlights- A blockchain-based Vehicular Crowdsourcing Service framework, RC-chain, is proposed.
- A novel reputation model is designed to improve Crowdsourcing Service Quality.
- Queueing theory applied to generate an efficient configuration ...