Publications (49)
Bayesian Optimization for Non-Cooperative Game-Based Radio Resource Management
Yunchuan Zhang, Jiechen Chen, Junshuo Liu +1
A Large-Dimensional Analysis of ESPRIT DoA Estimation: Inconsistency and a Correction via RMT
Zhengyu Wang, Wei Yang, Xiaoyi Mai +3
Unsupervised Feature Learning for Online Voltage Stability Evaluation and Monitoring Based on Variational Autoencoder
Haosen Yang, Robert C. Qiu, Xin Shi +1
Modeling Massive Amount of Experimental Data with Large Random Matrices in a Real-Time UWB-MIMO System
Xia Li, Feng Lin, Robert C. Qiu
Positive Definite Estimation of Large Covariance Matrix Using Generalized Nonconvex Penalties
Fei Wen, Yuan Yang, Peilin Liu +1
Data Modeling with Large Random Matrices in a Cognitive Radio Network Testbed: Initial Experimental Demonstrations with 70 Nodes
Changhun Zhang, Robert C. Qiu
"Lossless" Compression of Deep Neural Networks: A High-dimensional Neural Tangent Kernel Approach
Lingyu Gu, Yongqi Du, Yuan Zhang +4
A Novel Data-Driven Situation Awareness Approach for Future Grids--Using Large Random Matrices for Big Data Modeling
Xing He, Lei Chu, Robert C. Qiu +2
Spectrum concentration in deep residual learning: a free probability approach
Zenan Ling, Xing He, Robert C. Qiu
Timestamp-supervised Wearable-based Activity Segmentation and Recognition with Contrastive Learning and Order-Preserving Optimal Transport
Songpengcheng Xia, Lei Chu, Ling Pei +3
A Survey on Nonconvex Regularization Based Sparse and Low-Rank Recovery in Signal Processing, Statistics, and Machine Learning
Fei Wen, Lei Chu, Peilin Liu +1
Shifting Maximum Eigenvalue Detection in Low SNR Environment
Lin Zheng, Robert C. Qiu, Qing Feng +1
RISAR: RIS-assisted Human Activity Recognition with Commercial Wi-Fi Devices
Junshuo Liu, Yunlong Huang, Wei Yang +5
Multi-level Contrast Network for Wearables-based Joint Activity Segmentation and Recognition
Songpengcheng Xia, Lei Chu, Ling Pei +2
A Novel Approach for Big Data Analytics in Future Grids Based on Free Probability
Zenan Ling, Robert C. Qiu, Xing He +1
A Correlation Analysis Method for Power Systems Based on Random Matrix Theory
Xinyi Xu, Xing He, Qian Ai +1
Uplink One-tone Filtered Multitone Modulation Transmission for Machine Type Communications
Guanping Lu, Robert C. Qiu, Wenxian Yu
The Foundation of Big Data: Experiments, Formulation, and Applications
Robert C. Qiu
TRIS-HAR: Transmissive Reconfigurable Intelligent Surfaces-assisted Cognitive Wireless Human Activity Recognition Using State Space Models
Junshuo Liu, Yunlong Huang, Xin Shi +4
Spectrum Sensing with Small-Sized Datasets in Cognitive Radio: Algorithms and Analysis
Feng Lin, Robert C. Qiu, James P. Browning
A New Approach of Exploiting Self-Adjoint Matrix Polynomials of Large Random Matrices for Anomaly Detection and Fault Location
Zenan Ling, Robert C. Qiu, Xing He +1
Preliminary Exploration on Digital Twin for Power Systems: Challenges, Framework, and Applications
Xing He, Qian Ai, Robert C. Qiu +1
Diving into Kronecker Adapters: Component Design Matters
Jiayu Bai, Danchen Yu, Zhenyu Liao +4
Consistency Deep Equilibrium Models
Junchao Lin, Zenan Ling, Jingwen Xu +1
Deep Equilibrium Models are Almost Equivalent to Not-so-deep Explicit Models for High-dimensional Gaussian Mixtures
Zenan Ling, Longbo Li, Zhanbo Feng +4
Massive MIMO testbed - Implementation and Initial Results in System Model Validation
Changchun Zhang, Robert C. Qiu
Adaptive Discretization for Consistency Models
Jiayu Bai, Zhanbo Feng, Zhijie Deng +3
An Accurate and Real-time Self-blast Glass Insulator Location Method Based On Faster R-CNN and U-net with Aerial Images
Zenan Ling, Robert C. Qiu, Zhijian Jin +4
Textual and Visual Prompt Fusion for Image Editing via Step-Wise Alignment
Zhanbo Feng, Zenan Ling, Xinyu Lu +6
Explaining AlphaGo: Interpreting Contextual Effects in Neural Networks
Zenan Ling, Haotian Ma, Yu Yang +3
Generalized FMD Detection for Spectrum Sensing Under Low Signal-to-Noise Ratio
Feng Lin, Robert C. Qiu, Zhen Hu +3
Metasurface-Enabled Extremely Large-Scale Antenna Systems: Transceiver Architecture, Physical Modeling, and Channel Estimation
Zhengyu Wang, Tiebin Mi, Gui Zhou +1
RIS-aided Real-time Beam Tracking for a Mobile User via Bayesian Optimization
Junshuo Liu, Rujing Xiong, Jialong Lu +2
DeLR: Active Learning for Detection with Decoupled Localization and Recognition Query
Yuhang Zhang, Yuang Deng, Xiaopeng Zhang +3
Nonconvex Regularization Based Sparse Recovery and Demixing with Application to Color Image Inpainting
Fei Wen, Lasith Adhikari, Ling Pei +3
Learning Efficient Representations for Enhanced Object Detection on Large-scene SAR Images
Siyan Li, Yue Xiao, Yuhang Zhang +2
SVM and Dimensionality Reduction in Cognitive Radio with Experimental Validation
Shujie Hou, Robert C. Qiu, Zhe Chen +1
DGAR: A Unified Domain Generalization Framework for RF-Based Human Activity Recognition
Junshuo Liu, Xin Shi, Yunchuan Zhang +2
Need-based Communication for Smart Grid: When to Inquire Power Price?
Husheng Li, Robert C. Qiu
IGNN-Solver: A Graph Neural Solver for Implicit Graph Neural Networks
Junchao Lin, Zenan Ling, Zhanbo Feng +6
A Data Driven Approach for Resting-state EEG signal Classification of Schizophrenia with Control Participants using Random Matrix Theory
Haichun Liu, TianHong Zhang, Yumeng Ye +4
Designing for Situation Awareness of Future Power Grids: An Indicator System Based on Linear Eigenvalue Statistics of Large Random Matrices
Xing He, Robert C. Qiu, Qian Ai +3
Invisible Units Detection and Estimation Based on Random Matrix Theory
Xing He, Lei Chu, Robert C. Qiu +3
Analysis on the Empirical Spectral Distribution of Large Sample Covariance Matrix and Applications for Large Antenna Array Processing
Guanping Lu, Jinsong Wu, Robert C. Qiu
Improvement of Resting-state EEG Analysis Process with Spectrum Weight-Voting based on LES
Yumeng Ye, Haichun Liu, TianHong Zhang +4
MIMO UWB Radar System with Compressive Sensing
Xia Li, Zhen Hu, Robert C. Qiu
On the Equivalence between Implicit and Explicit Neural Networks: A High-dimensional Viewpoint
Zenan Ling, Zhenyu Liao, Robert C. Qiu
Improving Power System State Estimation Based on Matrix-Level Cleaning
Haosen Yang, Robert C. Qiu, Lei Chu +3
Spectrum Sensing for Cognitive Radio Using Kernel-Based Learning
Shujie Hou, Robert C. Qiu