BLSP - Publications

2023

	Overcoming Posterior Collapse in Variational Autoencoders Via EM-Type Training Ying Li, Lei Cheng, Feng Yin, Michael Minyi Zhang, Sergios Theodoridis IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
	Output-Dependent Gaussian Process State-Space Model Zhidi Lin, Lei Cheng, Feng Yin, Lexi Xu, Shuguang Cui IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
	A Framework for Millimeter-Wave Multi-User SLAM and Its Low-Cost Realization Jiajun He, Feng Yin, Hing Cheung So Signal Processing, 2023
	Data-Adaptive M-Estimators for Robust Regression via Bi-Level Optimization Ceyao Zhang, Tianjian Zhang, Feng Yin, Abdelhak M. Zoubir Signal Processing, 2023
	Deep Reinforcement Learning Empowers Automated Inverse Design and Optimization of Photonic Crystals for Nanoscale Laser Cavities Renjie Li, Ceyao Zhang, Wentao Xie, Yuanhao Gong, Feilong Ding, Hui Dai, Zihan Chen, Feng Yin, Zhaoyu Zhang Nanophotonics, 2023

2022

	Rethinking Bayesian Learning for Data Analysis: The Art of Prior and Inference in Sparsity-Aware Modeling Lei Cheng, Feng Yin, Sergios Theodoridis, Sotirios Chatzis, Tsung-Hui Chang IEEE Signal Processing Magazine, 2022
	Adaptive Gaussian Process Spectral Kernel Learning for 5G Wireless Traffic Prediction Xinyi Zhang, Chenxu Zhao, Yun Yang, Zhidi Lin, Juntao Wang, Feng Yin IEEE 32nd International Workshop on Machine Learning for Signal Processing (MLSP), 2022
	A Secure and Privacy-Preserving Dynamic Aggregation Mechanism for V2G System Xiaodong Qu, Qinglei Kong, Feng Yin, Lexi Xu IEEE 19th Annual International Conference on Privacy, Security & Trust (PST), 2022
	Gaussian Process Regression with Grid Spectral Mixture Kernel: Distributed Learning for Multidimensional Data Richard Cornelius Suwandi, Zhidi Lin, Yiyong Sun, Zhiguo Wang, Lei Cheng, Feng Yin IEEE 25th International Conference on Information Fusion (FUSION), 2022
	Root Cause Analysis for Wireless Network Fault Localization Tianjian Zhang, Qian Chen, Yi Jiang, Dandan Miao, Feng Yin, Tao Quan, Qingjiang Shi, Zhi-Quan Luo IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022
	Multitask Gaussian Process With Hierarchical Latent Interactions Kai Chen, Twan van Laarhoven, Elena Marchiori, Feng Yin, Shuguang Cui IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022
	MetaLoc: Learning to Learn Indoor RSS Fingerprinting Localization over Multiple Scenarios Jun Gao, Ceyao Zhang, Qinglei Kong, Feng Yin, Lexi Xu, Kai Niu IEEE International Conference on Communications (ICC), 2022
	Fast Generic Interaction Detection for Model Interpretability and Compression Tianjian Zhang, Feng Yin, Zhi-Quan Luo International Conference on Learning Representations (ICLR), 2022
	Recent Advances in Data-Driven Wireless Communication Using Gaussian Processes: A Comprehensive Survey Kai Chen, Qinglei Kong, Yijue Dai, Yue Xu, Feng Yin, Lexi Xu, Shuguang Cui China Communications, 2022

2021

	Achieving Efficient and Secure Handover in LEO Constellation-Assisted Beyond 5G Networks Qinglei Kong, Rongxing Lu, Feng Yin IEEE Open Journal of the Communications Society, 2021
	Vehicle Location Algorithm Based on Federated Learning and Smart Phone in GNSS Low Sampling Rate Scene Wenbiao Guo, Hang Li, Feng Yin, Bo Ai Journal of Physics, 2021
	Exploiting Sparsity of Ranging Biases for NLOS Mitigation Di Jin, Feng Yin, Abdelhak M. Zoubir, Hing Cheung So IEEE Transactions on Signal Processing, 2021
	Achieving Blockchain-based Privacy-Preserving Location Proofs under Federated Learning Qinglei Kong, Feng Yin, Yue Xiao, Beibei Li, Xuejia Yang, Shuguang Cui IEEE International Conference on Communications (ICC), 2021
	Graph Neural Network for Large-Scale Network Localization Wenzhong Yan, Di Jin, Zhidi Lin, Feng Yin IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021
	Collaborating Ray Tracing and AI Model for AUV-Assisted 3-D Underwater Sound-Speed Inversion Wei Huang, Mingliu Liu, Deshi Li, Feng Yin, Haole Chen, Jixuan Zhou, Huihui Xu IEEE Journal of Oceanic Engineering, 2021
	Privacy-Preserving Aggregation for Federated Learning-Based Navigation in Vehicular Fog Qinglei Kong, Feng Yin, Rongxing Lu, Beibei Li, Xiaohong Wang, Shuguang Cui, Ping Zhang IEEE Transactions on Industrial Informatics, 2021
	Blockchain-Based Privacy-Preserving Driver Monitoring for MaaS in the Vehicular IoT Qinglei Kong, Rongxing Lu, Feng Yin, Shuguang Cui IEEE Transactions on Vehicular Technology, 2021

2020

	Scalable Learning Paradigms for Data-Driven Wireless Communication Yue Xu, Feng Yin, Wenjun Xu, Chia-Han Lee, Jiaru Lin, Shuguang Cui IEEE Communications Magazine, 2020
	FedLoc: Federated Learning Framework for Data-Driven Cooperative Localization and Location Data Processing Feng Yin, Zhidi Lin, Qinglei Kong, Yue Xu, Deshi Li, Sergios Theodoridis, Shuguang Robert Cui IEEE Open Journal of Signal Processing, 2020
	Exact O(N^2) Hyper-Parameter Optimization for Gaussian Process Regression Linning Xu, Yijue Dai, Jiawei Zhang, Ceyao Zhang, Feng Yin IEEE 30th International Workshop on Machine Learning for Signal Processing (MLSP), 2020
	An Interpretable and Sample Efficient Deep Kernel for Gaussian Process Yijue Dai, Tianjian Zhang, Zhidi Lin, Feng Yin, Sergios Theodoridis, Shuguang Cui Proceedings of Machine Learning Research (PMLR), 2020
	Linear Multiple Low-Rank Kernel Based Stationary Gaussian Processes Regression for Time Series Feng Yin, Lishuo Pan, Tianshi Chen, Sergios Theodoridis, Zhi-Quan Tom Luo, Abdelhak M. Zoubir IEEE Transactions on Signal Processing, 2020
	Privacy-Preserving Continuous Data Collection for Predictive Maintenance in Vehicular Fog-Cloud Qinglei Kong, Rongxing Lu, Feng Yin, Shuguang Cui IEEE Transactions on Intelligent Transportation Systems, 2020
	Efficient Recursive Implementation of Spatial-Temporal Gaussian Process Regression Junpeng Zhang, Ye Kuang, Tianshi Chen, Xiaochen Lu, Feng Yin, Renxin Zhong 2020 39th Chinese Control Conference (CCC), 2020
	Learning While Tracking: A Practical System Based on Variational Gaussian Process State-Space Model and Smartphone Sensory Data Ang Xie, Feng Yin, Bo Ai, Sha Zhang, Shuguang Cui IEEE 23rd International Conference on Information Fusion (FUSION), 2020
	Exploiting Sparsity for Robust Sensor Network Localization in Mixed LOS/NLOS Environments Di Jin, Feng Yin, Michael Fauß, Michael Muma, Abdelhak M. Zoubir IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020
	Bayesian Cooperative Localization Using Received Signal Strength with Unknown Path Loss Exponent: Message Passing Approaches Di Jin, Feng Yin, Carsten Fritsche, Fredrik Gustafsson, Abdelhak M. Zoubir IEEE Transactions on Signal Processing, 2020
	Ocean Surface Drifting Buoy System Based on UAV-enabled Wireless Powered Relay Network Haole Chen, Feng Yin, Wei Huang, Mingliu Liu, Deshi Li Sensors, 2020

2019

	Cramér–Rao Bounds for Filtering Based on Gaussian Process State-Space Models Yuxin Zhao, Carsten Fritsche, Gustaf Hendeby, Feng Yin, Tianshi Chen, Fredrik Gunnarsson IEEE Transactions on Signal Processing, 2019
	Recursive Implementation of Gaussian Process Regression for Spatial-Temporal Data Modeling Ye Kuang, Tianshi Chen, Feng Yin, Renxin Zhong 2019 11th International Conference on Wireless Communications and Signal Processing (WCSP), 2019
	How Effectively Can Indoor Wireless Positioning Relieve Visual Tracking Pains: A Cramer-Rao Bound Viewpoi Panwen Hu, Zizheng Yan, Rui Huang, Feng Yin 2019 IEEE International Conference on Image Processing (ICIP), 2019
	Distributed Gaussian Processes Hyperparameter Optimization for Big Data Using Proximal ADMM Ang Xie, Feng Yin, Yue Xu, Bo Ai, Tianshi Chen, Shuguang Cui IEEE Signal Processing Letters, 2019
	Scalable Gaussian process using inexact ADMM for big data Yue Xu, Feng Yin, Jiawei Zhang, Wenjun Xu, Shuguang Cui, Zhi-Quan Luo 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2019
	Wireless traffic prediction with scalable Gaussian process: Framework, algorithms, and verification Yue Xu, Feng Yin, Wenjun Xu, Jiarui Lin, Shuguang Cui IEEE Journal on Selected Areas in Communications, 2019
	UAV Hovering Strategy Based on a Wirelessly Powered Communication Network Haole Chen, Deshi Li, Yuqin Wang, Feng Yin IEEE Access, 2019
	Navigation with Low-Sampling-Rate GPS and Smartphone Sensors: A Data-Driven Learning-Based Approach Jiahui Qi, Hang Li, Feng Yin, Bo Ai, Hervin Hidayat Putra, Shuguang Cui IET 8th International Conference on Wireless, Mobile & Multimedia Networks, 2019

2018

	Multi-Task Neural Networks for Joint Hippocampus Segmentation and Clinical Score Regression Liang Cao, Long Li, Jifeng Zheng, Xin Fan, Feng Yin, Hui Shen, Jun Zhang Multimedia Tools and Applications, 2018
	Online MEM Based Binary Classification Algorithm for China Mobile Imbalanced Dataset Shuqing Lin, Feng Yin, Zhidi Lin, Yanbin Lin, Shuguang Robert Cui, Teng Li, Fengli Yu, Wei Yu, Xuemin Hong, Jianghong Shi, Zhi-Quan Tom Luo 2018 IEEE/CIC International Conference on Communications in China (ICCC), 2018
	Sparse Structure Enabled Grid Spectral Mixture Kernel for Temporal Gaussian Process Regression Feng Yin，Xinwei He，Lishuo Pan，Tianshi Chen，Zhi-Quan Tom Luo，Sergios Theodoridis 2018 21st International Conference on Information Fusion (FUSION), 2018
	Sequential Monte Carlo Methods and Theoretical Bounds for Proximity Report Based Indoor Positioning Yuxin Zhao, Carsten Fritsche，Feng Yin, Fredrik Gunnarsson, Fredrik Gustafsson IEEE Transactions on Vehicular Technology, 2018
	Multiple Kernel Based Regularized System Identification with SURE Hyper-parameter Estimator Shiying Hong, Biqiang Mu, Feng Yin, Martin S.Andersen, Tianshi Chen IFAC-PapersOnLine, 2018
	Regularized LTI System Identification with Multiple Regularization Matrix Tianshi Chen, Martin S.Andersen, Biqiang Mu, Feng Yin, Lennart Ljung, S. JoeQin IFAC-PapersOnLine, 2018

Before 2018

	High-Accuracy Wireless Traffic Prediction: A GP-Based Machine Learning Approach Yue Xu, Wenjun Xu, Feng Yin, Jiaru Lin, Shuguang Cui IEEE Global Communications Conference (GLOBECOM), 2017
	Distributed Recursive Gaussian Processes for RSS Map Applied to Target Tracking Feng Yin, Fredrik Gunnarsson IEEE Journal of Selected Topics in Signal Processing, 2017
	Gaussian Processes for Flow Modeling and Prediction of Positioned Trajectories Evaluated with Sports Data Yuxin Zhao, Feng Yin, Fredrik Gunnarsson, Fredrik Hultkratz, Johan Fagerlind IEEE 19th International Conference on Information Fusion (FUSION), 2016
	Fundamental Bounds on Position Estimation Using Proximity Reports Feng Yin, Yuxin Zhao, Fredrik Gunnarsson IEEE 83rd Vehicular Technology Conference (VTC Spring), 2016
	Cooperative localization based on severely quantized RSS measurements in wireless sensor network Di Jin, Feng Yin, Carsten Fritsche, Abdelhak M. Zoubir, Fredrik Gustafsson IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2016
	Received-Signal-Strength Threshold Optimization Using Gaussian Processes Feng Yin, Yuxin Zhao, Fredrik Gunnarsson, Fredrik Gustafsson IEEE Transactions on Signal Processing, 2016
	Dithering in quantized RSS based localization Di Jin, Abdelhak M. Zoubir, Feng Yin, Carsten Fritsche, Fredrik Gustafsson IEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2015
	Efficient cooperative localization algorithm in LOS/NLOS environments Di Jin, Feng Yin, Abdelhak M. Zoubir, Carsten Fritsche, Fredrik Gustafsson 23rd European Signal Processing Conference (EUSIPCO), 2015
	Proximity report triggering threshold optimization for network-based indoor positioning Feng Yin, Yuxin Zhao, Fredrik Gunnarsson IEEE International Conference on Information Fusion (Fusion), 2015
	Particle filtering for positioning based on proximity reports Yuxin Zhao, Feng Yin,, Fredrik Gunnarsson, Mehdi Amirijoo, Emre Özkan, Fredrik Gustafsson IEEE International Conference on Information Fusion (Fusion), 2015
	Cooperative Localization in WSNs Using Gaussian Mixture Modeling: Distributed ECM Algorithms Feng Yin, Carsten Fritsche, Di Jin, Fredrik Gustafsson, Abdelhak M. Zoubir IEEE Transactions on Signal Processing, 2015
	Data Driven Model Mismatch Detection Based on Statistical Band of Markov Parameters Feng Yin, Hong Wang, Lei Xie, Ping Wu, Zhihuan Song Computers & Electrical Engineering, 2014
	RSS-based Sensor Network Localization in Contaminated Gaussian Measurement Noise Feng Yin, Ang Li, Abdelhak M. Zoubir, Carsten Fritsche, Fredrik Gustafsson IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2013
	EM and JMAP-ML Based Joint Estimation Algorithms for Robust Wireless Geolocation in Mixed LOS/NLOS Environments Feng Yin, Carsten Fritsche, Fredrik Gustafsson, Abdelhak M. Zoubir IEEE Transactions on Signal Processing, 2013
	Robust Cooperative Sensor Network Localization via The EM Criterion in LOS/NLOS Environments Feng Yin, Abdelhak M. Zoubir, Carsten Fritsche, Fredrik Gustafsson, IEEE 14th Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2013
	Received Signal Strength-Based Joint Parameter Estimation Algorithm for Robust Geolocation in LOS/NLOS Environments Feng Yin, Carsten Fritsche, Fredrik Gustafsson, Abdelhak M. Zoubir IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2013
	TOA-Based Robust Wireless Geolocation and Cramér-Rao Lower Bound Analysis in Harsh LOS/NLOS Environments Feng Yin, Carsten Fritsche, Fredrik Gustafsson, Abdelhak M. Zoubir IEEE Transactions on Signal Processing, 2013
	Parametric Waveform Design Using Discrete Prolate Spheroidal Sequences for Enhanced Detection of Extended Targets Feng Yin, Christian Debes, Abdelhak M. Zoubir IEEE Transactions on Signal Processing, 2012
	Robust Positioning in NLOS Environments Using Nonparametric Adaptive Kernel Density Estimation Feng Yin, Abdelhak M. Zoubir IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2012
	Parametric Waveform Design for Improved Target Detection Feng Yin, Christian Debes, Abdelhak M. Zoubir European Signal Processing Conference, 2011