Applications of federated learning in smart cities: recent advances, taxonomy, and open challenges

Federated Learning of Electronic Health Records to Improve Mortality Prediction in Hospitalized Patients With COVID-19: Machine Learning Approach

(2021) Akhil Vaid et al.   JMIR Medical Informatics

ASFGNN: Automated separated-federated graph neural network

(2021) Longfei Zheng et al.   Peer-to-Peer Networking and Applications

Privacy preserving distributed machine learning with federated learning

(2021) M.A.P. Chamikara et al.   COMPUTER COMMUNICATIONS

A lightweight authentication scheme for telecare medical information system

(2021) Lijun Xiao et al.   CONNECTION SCIENCE

Towards Federated Learning in UAV-Enabled Internet of Vehicles: A Multi-Dimensional Contract-Matching Approach

(2021) Wei Yang Bryan Lim et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Battery-constrained federated edge learning in UAV-enabled IoT for B5G/6G networks

(2021) Shunpu Tang et al.   Physical Communication

Dynamic-Fusion-Based Federated Learning for COVID-19 Detection

(2021) Weishan Zhang et al.   IEEE Internet of Things Journal

Privacy-Preserving Asynchronous Vertical Federated Learning Algorithms for Multiparty Collaborative Learning

(2021) Bin Gu et al.   IEEE Transactions on Neural Networks and Learning Systems

Machine learning based code dissemination by selection of reliability mobile vehicles in 5G networks

(2020) Ting Li et al.   COMPUTER COMMUNICATIONS

BACombo—Bandwidth-Aware Decentralized Federated Learning

(2020) Jingyan Jiang et al.   Electronics

Federated Learning: Challenges, Methods, and Future Directions

(2020) Tian Li et al.   IEEE SIGNAL PROCESSING MAGAZINE

Federated Learning via Over-the-Air Computation

(2020) Kai Yang et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Federated Learning Over Wireless Fading Channels

(2020) Mohammad Mohammadi Amiri et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Federated-Learning-Enabled Intelligent Fog Radio Access Networks: Fundamental Theory, Key Techniques, and Future Trends

(2020) Zhongyuan Zhao et al.   IEEE WIRELESS COMMUNICATIONS

Federated Learning for Wireless Communications: Motivation, Opportunities, and Challenges

(2020) Solmaz Niknam et al.   IEEE COMMUNICATIONS MAGAZINE

On Safeguarding Privacy and Security in the Framework of Federated Learning

(2020) Chuan Ma et al.   IEEE NETWORK

Federated Learning With Blockchain for Autonomous Vehicles: Analysis and Design Challenges

(2020) Shiva Raj Pokhrel et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Improving TCP Performance Over WiFi for Internet of Vehicles: A Federated Learning Approach

(2020) Shiva Raj Pokhrel et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Federated Learning on Clinical Benchmark Data: Performance Assessment

(2020) Geun Hyeong Lee et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Secure multiparty learning from the aggregation of locally trained models

(2020) Xu Ma et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

OAC-HAS: outsourced access control with hidden access structures in fog-enhanced IoT systems

(2020) Jiale Zhang et al.   CONNECTION SCIENCE

A formally verified authentication protocol in secure framework for mobile healthcare during COVID-19-like pandemic

(2020) Shaik Shakeel Ahamad et al.   CONNECTION SCIENCE

Joint Auction-Coalition Formation Framework for Communication-Efficient Federated Learning in UAV-Enabled Internet of Vehicles

(2020) Jer Shyuan Ng et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Federated Learning Meets Contract Theory: Economic-Efficiency Framework for Electric Vehicle Networks

(2020) Yuris Mulya Saputra et al.   IEEE TRANSACTIONS ON MOBILE COMPUTING

Federated Machine Learning

(2019) Qiang Yang et al.   ACM Transactions on Intelligent Systems and Technology

In-Edge AI: Intelligentizing Mobile Edge Computing, Caching and Communication by Federated Learning

(2019) Xiaofei Wang et al.   IEEE NETWORK

Distributed Federated Learning for Ultra-Reliable Low-Latency Vehicular Communications

(2019) Sumudu Samarakoon et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Infrastructure Monitoring and Operation for Smart Cities Based on IoT System

(2019) Zhihan Lv et al.   IEEE Transactions on Industrial Informatics

Nei-TTE: Intelligent Traffic Time Estimation Based on Fine-Grained Time Derivation of Road Segments for Smart City

(2019) Jing Qiu et al.   IEEE Transactions on Industrial Informatics

JointRec: A Deep-Learning-Based Joint Cloud Video Recommendation Framework for Mobile IoT

(2019) Sijing Duan et al.   IEEE Internet of Things Journal

Blockchained On-Device Federated Learning

(2019) Hyesung Kim et al.   IEEE COMMUNICATIONS LETTERS

Blockchain and Federated Learning for Privacy-Preserved Data Sharing in Industrial IoT

(2019) Yunlong Lu et al.   IEEE Transactions on Industrial Informatics

Greening the Smart Cities: Energy-Efficient Massive Content Delivery via D2D Communications

(2018) Liang Zhou et al.   IEEE Transactions on Industrial Informatics

A Survey on Homomorphic Encryption Schemes

(2018) Abbas Acar et al.   ACM COMPUTING SURVEYS

Privacy-Preserving and Efficient Aggregation Based on Blockchain for Power Grid Communications in Smart Communities

(2018) Zhitao Guan et al.   IEEE COMMUNICATIONS MAGAZINE

Confidence Decision Trees via Online and Active Learning for Streaming Data

(2017) Rocco De Rosa et al.   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH