Works (21)
Updated: March 11th, 2024 08:14
2023 journal article
On the Privacy Guarantees of Gossip Protocols in General Networks
IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 10(6), 3114–3130.
author keywords: Protocols; Privacy; Differential privacy; Uncertainty; Monitoring; Wireless sensor networks; Social networking (online); Information processing; Prediction methods; Information spreading; gossip protocols; differential privacy; prediction uncertainty
TL;DR:
The privacy guarantees of gossip protocols in general networks in terms of differential privacy and prediction uncertainty are studied, and it is found that source anonymity is closely related to some key network structure parameters in the general network setting.
(via Semantic Scholar)
arxiv.org (repository)
Source: Web Of Science
Added: November 27, 2023
2023 journal article
Resource Constrained Vehicular Edge Federated Learning With Highly Mobile Connected Vehicles
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 41(6), 1825–1844.
author keywords: Index Terms- Connected vehicle (CV); energy efficiency (EE); federated learning (FL); vehicular edge network (VEN)
UN Sustainable Development Goal Categories
9. Industry, Innovation and Infrastructure
(OpenAlex)
11. Sustainable Cities and Communities
(Web of Science)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: May 17, 2023
2022 journal article
Communication Efficient Federated Learning With Energy Awareness Over Wireless Networks
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 21(7), 5204–5219.
author keywords: Mobile handsets; Servers; Training; Performance evaluation; Energy consumption; Computational modeling; Wireless networks; Federated learning; wireless communications; communication efficiency; data heterogeneity
TL;DR:
The idea of SignSGD in which only the signs of the gradients are exchanged is adopted, and two optimization problems are formulated and solved, which optimize the learning performance given the energy consumption requirement, and vice versa.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy
(OpenAlex)
11. Sustainable Cities and Communities
(Web of Science)
Source: Web Of Science
Added: August 29, 2022
2022 journal article
Communication-Efficient Federated Learning via Predictive Coding
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 16(3), 369–380.
author keywords: Predictive models; Servers; Collaborative work; Predictive coding; Entropy coding; Costs; Quantization (signal); Federated learning; distributed optimization; predictive coding
TL;DR:
This paper proposes a predictive coding based compression scheme for federated learning that has shared prediction functions among all devices and allows each worker to transmit a compressed residual vector derived from the reference.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
3. Good Health and Well-being
(Web of Science)
Sources: Web Of Science, NC State University Libraries
Added: May 31, 2022
2022 journal article
Delay-Optimal Coded Offloading for Distributed Edge Computing in Fading Environments
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 21(12), 10796–10808.
author keywords: Mobile edge computing; coded computing; task offloading
TL;DR:
Through in-depth analysis based on order statistics, it is found that the average processing delay of the offloaded tasks admits a favorable coding structure under arbitrary fading distribution, which allows us to efficiently solve the original problem using monotonic optimization.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Source: Web Of Science
Added: February 27, 2023
2022 journal article
Multi-Hop Task Offloading With On-the-Fly Computation for Multi-UAV Remote Edge Computing
IEEE TRANSACTIONS ON COMMUNICATIONS, 70(2), 1332–1344.
author keywords: Task analysis; Edge computing; Servers; Resource management; Unmanned aerial vehicles; Computational modeling; Wireless communication; Edge computing; UAV; resource allocation; deployment
TL;DR:
A multi-hop task offloading with on-the-fly computation scheme is proposed in this work to enable a more powerful multi-UAV remote edge computing network and two efficient algorithms are proposed to solve the corresponding joint resource allocation and deployment problem.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Source: Web Of Science
Added: March 7, 2022
2021 article
Joint Service Placement and Resource Allocation for Multi-UAV Collaborative Edge Computing
2021 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC).
TL;DR:
This work is among the first to consider the joint service placement and resource allocation problem for multi-UAV edge computing, and finds that this problem can be divided into two subproblems that are submodular and convex, respectively.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Source: Web Of Science
Added: November 1, 2021
2021 journal article
Minimizing the Age of Information in the Presence of Location Privacy-Aware Mobile Agents
IEEE TRANSACTIONS ON COMMUNICATIONS, 69(2), 1053–1067.
author keywords: Mobile agents; Privacy; Sensors; Task analysis; Differential privacy; Information age; Base stations; Age of information; mobile crowd sensing; location privacy; differential privacy
TL;DR:
A location privacy-aware payment mechanism, which can stimulate the mobile agents to report their locations with differential privacy levels desired by the BS, is proposed, and a cost-efficient mobile agent selection algorithm is proposed.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Source: Web Of Science
Added: March 29, 2021
2020 article
Differential Privacy and Prediction Uncertainty of Gossip Protocols in General Networks
2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM).
TL;DR:
Lower bounds of the differential privacy guarantees are derived for the gossip protocols in general networks in both synchronous and asynchronous settings and it is found that source anonymity is closely related to some key network structure parameters in the general network setting.
(via Semantic Scholar)
Source: Web Of Science
Added: October 26, 2021
2020 article
Joint Power and Deployment Optimization for Multi-UAV Remote Edge Computing
2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM).
TL;DR:
A more efficient algorithm that has a complexity only linear in the number of UAVs is developed by exploiting the special structure of this problem to overcome the challenge of finding the optimal UAV power allocation and deployment.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Source: Web Of Science
Added: October 26, 2021
2020 journal article
Peace: Privacy-Preserving and Cost-Efficient Task Offloading for Mobile-Edge Computing
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 19(3), 1814–1824.
author keywords: Mobile-edge computing; privacy; task offloading; Lyapunov optimization
TL;DR:
A novel privacy-preserving and cost-efficient (PEACE) task offloading scheme that can preserve user privacy while still ensure the best possible user experience is developed in this work based on the generic Lyapunov optimization framework.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Source: Web Of Science
Added: April 14, 2020
2020 journal article
Physical-Layer Assisted Secure Offloading in Mobile-Edge Computing
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 19(6), 4054–4066.
author keywords: Servers; Jamming; Security; Mobile handsets; Wireless communication; Task analysis; Interference cancellation; Mobile-edge computing; secure offloading; physical-layer
TL;DR:
A novel physical-layer assisted secure offloading scheme is proposed in this work, in which the edge server proactively broadcasts jamming signals to impede eavesdropping and leverages full-duplex communication technique to effectively suppress the self-interference.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Source: Web Of Science
Added: July 13, 2020
2019 journal article
Camouflaging Mobile Primary Users in Database-Driven Cognitive Radio Networks
IEEE WIRELESS COMMUNICATIONS LETTERS, 8(1), 21–24.
author keywords: Location privacy; cognitive radio; database-driven; mobile
TL;DR:
A novel scheme that can camouflage mobile PUs through generating low-cost fake trajectories in the database is developed, and its effectiveness is validated by numerical results.
(via Semantic Scholar)
Source: Web Of Science
Added: March 11, 2019
2019 journal article
Deep PDS-Learning for Privacy-Aware Offloading in MEC-Enabled IoT
IEEE INTERNET OF THINGS JOURNAL, 6(3), 4547–4555.
author keywords: Deep learning; Internet-of-Things (IoT); mobile-edge computing (MEC); post-decision state (PDS); privacy
TL;DR:
In this paper, a new privacy vulnerability caused by the wireless offloading feature of MEC-enabled IoT is identified and an effective privacy-aware offloading scheme is developed based on a newly proposed deep post-decision state (PDS)-learning algorithm.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
9. Industry, Innovation and Infrastructure
(OpenAlex)
11. Sustainable Cities and Communities
(Web of Science)
Source: Web Of Science
Added: July 15, 2019
2019 journal article
On the Security-Privacy Tradeoff in Collaborative Security: A Quantitative Information Flow Game Perspective
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 14(12), 3273–3286.
author keywords: Quantitative information flow; game theory; collaborative security; privacy
TL;DR:
The interplay between the attacker and the collaborative entities is formulated as Quantitative Information Flow (QIF) games, in which the QIF theory is adapted to measure the collaboration gain and the privacy loss of the entities in the information sharing process.
(via Semantic Scholar)
Source: Web Of Science
Added: September 16, 2019
2018 journal article
Collaborative IDS Configuration: A Two-Layer Game-Theoretic Approach
IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING, 4(4), 803–815.
author keywords: Collaborative intrusion detection systems; game theory; Nash-Q learning
TL;DR:
A centralized Vickrey–Clarke–Groves auction based collaboration scheme and a distributed game-theoretic incentive mechanism are proposed and the effectiveness of the proposed schemes is validated through both analysis and numerical experiments.
(via Semantic Scholar)
Source: Web Of Science
Added: January 14, 2019
2018 journal article
Leveraging Spatial Diversity for Privacy-Aware Location-Based Services in Mobile Networks
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 13(6), 1524–1534.
author keywords: Location privacy; privacy metric; location-based service (LBS); spatial diversity; optimal stopping
TL;DR:
New ambient environment-dependent location privacy metrics are proposed in this paper, together with a stochastic model that can capture their spatial variations along the user’s route that allows mobile users to fully leverage the spatial diversity and achieve a substantially better performance.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
3. Good Health and Well-being
(Web of Science)
Source: Web Of Science
Added: August 6, 2018
2017 conference paper
Foresighted deception in dynamic security games
2017 ieee international conference on communications (icc).
TL;DR:
A stochastic deception game (SDG) framework is developed in this work to enable the defender to conduct foresighted deception in unknown dynamic environments and to improve security performance.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
16. Peace, Justice and Strong Institutions
(OpenAlex)
Source: NC State University Libraries
Added: August 6, 2018
2017 conference paper
Privacy-aware offloading in mobile-edge computing
Globecom 2017 - 2017 ieee global communications conference.
TL;DR:
A constrained Markov decision process (CMDP) based privacy-aware task offloading scheduling algorithm is proposed, which allows the mobile device to achieve the best possible delay and energy consumption performance while maintain a pre-specified level of privacy.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy
(OpenAlex)
Source: NC State University Libraries
Added: August 6, 2018
2017 article
Towards Privacy-Aware Collaborative Security: A Game-Theoretic Approach
2017 1ST IEEE SYMPOSIUM ON PRIVACY-AWARE COMPUTING (PAC), pp. 72–83.
author keywords: collaborative security; game theory; privacy
TL;DR:
A repeated two-layer single-leader multi-follower game is proposed and the expected behaviors of both the attacker and the security entities are derived and the utility-privacy tradeoff curve is obtained.
(via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries
Added: August 6, 2018
2016 conference paper
Collaborative IDS configuration: A two-layer game-theoretical approach
2016 ieee global communications conference (globecom).
TL;DR:
Simulation results show that the proposed algorithm can provide an effective collaborative configuration scheme, leading to significant detection performance gain, and the conditions under which there is a guaranteed improvement in expected system performance have been derived.
(via Semantic Scholar)
Source: NC State University Libraries
Added: August 6, 2018
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