Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach

19 March 2020

Dusit Niyato

Papers citing "Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach"

37 / 87 papers shown

Title
Efficient Federated Learning with Spike Neural Networks for Traffic Sign Recognition Kan Xie Zhe Zhang Bo Li Jiawen Kang Dusit Niyato Shengli Xie Yi Wu 25 66 0 28 May 2022
eFedDNN: Ensemble based Federated Deep Neural Networks for Trajectory Mode Inference Daniel Opoku Mensah Godwin Badu-Marfo Ranwa Al Mallah Bilal Farooq FedML 9 4 0 11 May 2022
Privacy-preserving Anomaly Detection in Cloud Manufacturing via Federated Transformer Shiyao Ma Jiangtian Nie Jiawen Kang Lingjuan Lyu R. W. Liu Ruihui Zhao Ziyao Liu Dusit Niyato FedML 15 20 0 02 Apr 2022
Federated Named Entity Recognition Joel Mathew Dimitris Stripelis J. Ambite FedML 22 1 0 28 Mar 2022
SemiPFL: Personalized Semi-Supervised Federated Learning Framework for Edge Intelligence Arvin Tashakori Wenwen Zhang Z. Jane Wang Peyman Servati 27 19 0 15 Mar 2022
A Systematic Literature Review on Blockchain Enabled Federated Learning Framework for Internet of Vehicles M. Billah S. T. Mehedi A. Anwar Ziaur Rahman R. Islam 32 26 0 10 Mar 2022
Deep Learning Serves Traffic Safety Analysis: A Forward-looking Review Abolfazl Razi Xiwen Chen Huayu Li Hao Wang Brendan J. Russo Yan Chen Hongbin Yu 33 40 0 07 Mar 2022
Asynchronous Decentralized Federated Learning for Collaborative Fault Diagnosis of PV Stations Qi Liu Bo-Jun Yang Zhaojian Wang Dafeng Zhu Xinyi Wang Kai Ma Xinping Guan 41 38 0 28 Feb 2022
PerFED-GAN: Personalized Federated Learning via Generative Adversarial Networks Xingjian Cao Gang Sun Hongfang Yu Mohsen Guizani FedML 27 56 0 18 Feb 2022
Addressing modern and practical challenges in machine learning: A survey of online federated and transfer learning Shuang Dai Fanlin Meng FedML OnRL 40 21 0 07 Feb 2022
Auction-Based Ex-Post-Payment Incentive Mechanism Design for Horizontal Federated Learning with Reputation and Contribution Measurement Jingwen Zhang Yuezhou Wu Rong Pan FedML 32 19 0 07 Jan 2022
Robust Semi-supervised Federated Learning for Images Automatic Recognition in Internet of Drones Zhe Zhang Shiyao Ma Zhaohui Yang Zehui Xiong Jiawen Kang Yi Wu Kejia Zhang Dusit Niyato 16 35 0 03 Jan 2022
Applications of Explainable AI for 6G: Technical Aspects, Use Cases, and Research Challenges Shen Wang M. Qureshi Luis Miralles-Pechuán Thien Huynh-The Thippa Reddy Gadekallu Madhusanka Liyanage 24 22 0 09 Dec 2021
Semi-Supervised Federated Learning with non-IID Data: Algorithm and System Design Zhe Zhang Shiyao Ma Jiangtian Nie Yi Wu Qiang Yan Xiaoke Xu Dusit Niyato FedML 21 16 0 26 Oct 2021
FedParking: A Federated Learning based Parking Space Estimation with Parked Vehicle assisted Edge Computing Xumin Huang Peichun Li Rong Yu Yuan Wu Kan Xie Shengli Xie FedML 42 82 0 19 Oct 2021
Federated Learning for Big Data: A Survey on Opportunities, Applications, and Future Directions Thippa Reddy Gadekallu Viet Quoc Pham Thien Huynh-The S. Bhattacharya Praveen Kumar Reddy Maddikunta Madhusanka Liyanage FedML AI4CE 55 39 0 08 Oct 2021
Fed-BEV: A Federated Learning Framework for Modelling Energy Consumption of Battery Electric Vehicles Mingming Liu 24 14 0 05 Aug 2021
Communication Efficiency in Federated Learning: Achievements and Challenges Osama Shahid Seyedamin Pouriyeh R. Parizi Quan Z. Sheng Gautam Srivastava Liang Zhao FedML 40 74 0 23 Jul 2021
OCTOPUS: Overcoming Performance andPrivatization Bottlenecks in Distributed Learning Shuo Wang Surya Nepal Kristen Moore M. Grobler Carsten Rudolph A. Abuadbba FedML 40 8 0 03 May 2021
FedDPGAN: Federated Differentially Private Generative Adversarial Networks Framework for the Detection of COVID-19 Pneumonia Longling Zhang Bochen Shen A. Barnawi Shan Xi Neeraj Kumar Yi Wu FedML MedIm 83 80 0 26 Apr 2021
A Survey on Federated Learning and its Applications for Accelerating Industrial Internet of Things Jiehan Zhou Shouhua Zhang Qinghua Lu W. Dai Min Chen Xin Liu Susanna Pirttikangas Yang Shi Weishan Zhang E. Herrera-Viedma FedML AI4CE 31 44 0 21 Apr 2021
Big Data for Traffic Estimation and Prediction: A Survey of Data and Tools Weiwei Jiang Jiayun Luo 13 33 0 18 Mar 2021
Sustainable Federated Learning Başak Güler Aylin Yener 22 13 0 22 Feb 2021
Failure Prediction in Production Line Based on Federated Learning: An Empirical Study Ning Ge Guanghao Li Li Zhang Yi Liu FedML 29 45 0 25 Jan 2021
Federated Learning: Opportunities and Challenges P. Mammen FedML 61 212 0 14 Jan 2021
Fusion of Federated Learning and Industrial Internet of Things: A Survey S. Priya Praveen Kumar Viet Quoc Pham K. Dev Reddy Maddikunta Thippa Reddy Thien Huynh-The AI4CE 33 192 0 04 Jan 2021
Towards Communication-efficient and Attack-Resistant Federated Edge Learning for Industrial Internet of Things Yi Liu Ruihui Zhao Jiawen Kang A. Yassine Dusit Niyato Jia-Jie Peng FedML 72 35 0 08 Dec 2020
Poisoning Semi-supervised Federated Learning via Unlabeled Data: Attacks and Defenses Yi Liu Xingliang Yuan Ruihui Zhao Cong Wang Dusit Niyato Yefeng Zheng 33 5 0 08 Dec 2020
A Systematic Literature Review on Federated Learning: From A Model Quality Perspective Yi Liu Li Zhang Ning Ge Guanghao Li FedML 36 22 0 01 Dec 2020
Advancements of federated learning towards privacy preservation: from federated learning to split learning Chandra Thapa Pathum Chamikara Mahawaga Arachchige S. Çamtepe FedML 27 82 0 25 Nov 2020
Scalable and Communication-efficient Decentralized Federated Edge Learning with Multi-blockchain Framework Jiawen Kang Zehui Xiong Chunxiao Jiang Yi Liu Song Guo Yang Zhang Dusit Niyato Cyril Leung Chunyan Miao FedML 38 40 0 10 Aug 2020
FedML: A Research Library and Benchmark for Federated Machine Learning Chaoyang He Songze Li Jinhyun So Xiao Zeng Mi Zhang ... Yang Liu Ramesh Raskar Qiang Yang M. Annavaram Salman Avestimehr FedML 168 566 0 27 Jul 2020
Federated Self-Supervised Learning of Multi-Sensor Representations for Embedded Intelligence Aaqib Saeed Flora Salim T. Ozcelebi J. Lukkien FedML SSL 101 99 0 25 Jul 2020
Federated Learning in the Sky: Aerial-Ground Air Quality Sensing Framework with UAV Swarms Yi Liu Jiangtian Nie Xuandi Li Syed Hassan Ahmed Wei Yang Bryan Lim Chunyan Miao 35 147 0 23 Jul 2020
Deep Anomaly Detection for Time-series Data in Industrial IoT: A Communication-Efficient On-device Federated Learning Approach Yi Liu S. Garg Jiangtian Nie Yan Zhang Zehui Xiong Jiawen Kang M. S. Hossain FedML 39 378 0 19 Jul 2020
Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging R. Kumar A. Khan Sinmin Zhang Jay Kumar Wenyong Wang Yousif Abuidris Zakria Waqas Amin Sidra Shafiq WenYong Wang OOD FedML 31 325 0 10 Jul 2020
Federated Learning for 6G Communications: Challenges, Methods, and Future Directions Yi Liu Xingliang Yuan Zehui Xiong Jiawen Kang Xiaofei Wang Dusit Niyato FedML AI4CE 10 279 0 04 Jun 2020