Hui Ma

ORCID

Publication Activity (10 Years)

Years Active: 1994-2024
Publications (10 Years): 142

Top Venues

IEEE Access

CoRR

IEEE Trans. Instrum. Meas.

ICIC (5)

Publications

Bo Zhang, Hui Ma, Jian Ding, Jian Wang, Bo Xu, Hongfei Lin
Distilling Implicit Multimodal Knowledge into LLMs for Zero-Resource Dialogue Generation. CoRR (2024)
Chuanlei Zhang, Songlin Wu, Ming Gao, Yubo Li, Gongcheng Shi, Yicong Li, Hui Ma
Anomaly Detection Method for Multivariate Time Series Data Based on BLTranAD. ICIC (13) (2024)
Chuanlei Zhang, Lei Shi, Na Bu, Gongcheng Shi, Weichen Feng, Hui Ma, Zehua Wang
Automatic Correction Method of Industrial Instrument Images Based on YOLOv8 Keypoint Detection and Perspective Transformation. ICIC (5) (2024)
Hui Ma, Jian Wang, Hongfei Lin, Bo Zhang, Yi-Jia Zhang, Bo Xu
A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations. IEEE Trans. Multim. 26 (2024)
Chuanlei Zhang, Xingchen Zhao, Di Sun, Xinliang Wang, Guoyi Xu, Runjun Zhao, Ming Gao, Hui Ma
Improved Real-Time Monitoring Lightweight Model for UAVs Based on YOLOv8. ICIC (11) (2024)
Hui Ma, Kai Chen
Online t-SNE for single-cell RNA-seq. CoRR (2024)
Caizi Fan, Yongchao Zhang, Hui Ma, Zeyu Ma, Kun Yu, Songtao Zhao, Xiaoxu Zhang
A novel metric-based model with the ability of zero-shot learning for intelligent fault diagnosis. Eng. Appl. Artif. Intell. 129 (2024)
Song Han, Hui Ma, Amir Taherkordi, Dapeng Lan, Yange Chen
Privacy-preserving data integration scheme in industrial robot system based on fog computing and edge computing. IET Commun. 18 (7) (2024)
Zhihao Yu, Rongkang Luo, Hui Ma, Zhichao Hou
Yaw rate and roll motion control of 4IWMD/4WS vehicle based on active rear steering and torque coordination. IV (2024)
Hui Ma, Dongli Jia, Jiejie Xiao, Xu Su
Image super-resolution: prefix-tuning transformer from large to small datasets. Signal Image Video Process. 18 (3) (2024)
Hui Ma, Limin Bai, Yunyi Li, Gongcheng Shi, Ming Yang, Haifeng Fan, Chuanlei Zhang
DYOLO: A Novel Object Detection Model for Multi-scene and Multi-object Based on an Improved D-Net Split Task Model is Proposed. ICIC (5) (2024)
Gongcheng Shi, Jianrong Li, Lei Shi, Yubo Li, Yicong Li, Hui Ma, Di Sun, Chuanlei Zhang
Anomaly Detection of Transmission Line Large Metal Based on EGFPN-YOLO and UAVs. ICIC (5) (2024)
Wei Feng, Honghan Wu, Hui Ma, Zhenhuan Tao, Mengdie Xu, Xin Zhang, Shan Lu, Cheng Wan, Yun Liu
Applying contrastive pre-training for depression and anxiety risk prediction in type 2 diabetes patients based on heterogeneous electronic health records: a primary healthcare case study. J. Am. Medical Informatics Assoc. 31 (2) (2024)
Yong Zhou, Hui Ma, Li Liu, Taorong Qiu, Yue Lu, Ching Y. Suen
Feature fusion and decomposition: exploring a new way for Chinese calligraphy style classification. Vis. Comput. 40 (3) (2024)
Jingfei Ran, Hui Ma, Runyang Ran
The role of big data and IoT in logistics supply chain management of e-commerce. J. Comput. Methods Sci. Eng. 24 (2) (2024)
Huasong Cai, Hairong Jiang, Dingxiang Xie, Zhiman Lai, Jiale Wu, Mingjie Chen, Zhiyun Yang, Rulin Xu, Shanmei Zeng, Hui Ma
Enhancing image quality in computed tomography angiography follow-ups after endovascular aneurysm repair: a comparative study of reconstruction techniques. BMC Medical Imaging 24 (1) (2024)
Fuyou Peng, Hui Ma, Li Liu, Yue Lu, Ching Y. Suen
Adaptive feature fusion for scene text script identification. Multim. Tools Appl. 83 (23) (2024)
Caizi Fan, Pengfei Wang, Hui Ma, Yongchao Zhang, Zeyu Ma, Xunmin Yin, Xiaoxu Zhang, Songtao Zhao
Performance degradation assessment of rolling bearing cage failure based on enhanced CycleGAN. Expert Syst. Appl. 255 (2024)
Tianxiang Li, Hui Ma
ML-Unet: Performing Retinal Segmentation by Integrating Frequency Domain Information. CNIOT (2024)
Hui Ma, Sen Lei, Turgay Çelik, Heng-Chao Li
FER-YOLO-Mamba: Facial Expression Detection and Classification Based on Selective State Space. CoRR (2024)
Hui Ma
Development of a smart tourism service system based on the Internet of Things and machine learning. J. Supercomput. 80 (5) (2024)
Chen Yang, Hui Ma
Edge Computing-Based Athletic Ability Testing for Sports. EAI Endorsed Trans. Scalable Inf. Syst. 11 (3) (2024)
Hui Ma, Kai Yang
MetaSTNet: Multimodal Meta-Learning for Cellular Traffic Conformal Prediction. IEEE Trans. Netw. Sci. Eng. 11 (2) (2024)
Hainuo Chen, Xuebin Ni, Ming Gao, Hui Ma, Chen Zhang
A Modular Sensor Fusion and Quality-Driven Sensor Selection Algorithm for UAV Navigation. ICIC (5) (2024)
Yajiao Sun, Fuhui Chen, Hui Ma, Dongjie Wang, Dong Wang, Jingwen Zhang, Zhe Jiang, Rongyao Xia, Tian Tian, Wei Zhang
Exploring the immune characteristions of CRKP pneumonia at single-cell level. Comput. Biol. Medicine 177 (2024)
Yujie Gu, Menghao Xue, Hui Ma, Yifan Luo, Mingxuan Zhao, Jian Zhou
A novel two-phase approach for a sustainable p-hub median problem with multiple service levels and carbon cap-and trade policy under uncertainty. Int. J. Gen. Syst. 53 (6) (2024)
Xianhua He, Dashuang Liang, Song Yang, Zhanlong Hao, Hui Ma, Binjie Mao, Xi Li, Yao Wang, Pengfei Yan, Ajian Liu
Joint Physical-Digital Facial Attack Detection Via Simulating Spoofing Clues. CoRR (2024)
Chuanlei Zhang, Yubo Li, Tianxiang Cheng, Jianrong Li, Haifeng Fan, Zhiqiang Zhao, Zhanjun Si, Hui Ma
A Multi-dimensional Camera Image Stitching Method Under Large Parallax Conditions. ICIC (7) (2024)
Ling Zhang, Weiguo Wang, Qimin Ma, Yingyi Hu, Hui Ma, Yanbo Zhao
CCropLand30: High-resolution hybrid cropland maps of China created through the synergy of state-of-the-art remote sensing products and the latest national land survey. Comput. Electron. Agric. 218 (2024)
Jinpeng Hu, Tengteng Dong, Hui Ma, Peng Zou, Xiao Sun, Meng Wang
PsycoLLM: Enhancing LLM for Psychological Understanding and Evaluation. CoRR (2024)
Hui Ma, Xiaomin Hu, Weihua Yang
The structure of minimally t-tough, 2K2-free graphs. Discret. Appl. Math. 346 (2024)
Mathew Falloon, Hui Ma, Aaron Chen
Energy-Aware Dynamic Resource Allocation and Container Migration in Cloud Servers: A Co-evolution GPHH Approach. GECCO (2024)
Hao Su, Bao-Lin Zhang, Jin Zhou, Jian Xue, Yuanshi Zheng, Hui Ma
Collision-Risk-Based Event-Triggered Optimal Formation Control for Mobile Multiagent Systems Under Incomplete Information Conditions. IEEE Trans. Syst. Man Cybern. Syst. 53 (8) (2023)
Hui Ma, Jian Wang, Hongfei Lin, Bo Zhang, Yijia Zhang, Bo Xu
A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations. CoRR (2023)
Tianyue Wang, Hui Ma, Wenjing Li, Guixi Miao, Qingsong Zhao, Meng Si, Yun Lu
Single-Phase Bridgeless Three-Level Power Factor Correction Topologies Based on the Embedded Construction Scheme. IEEE Access 11 (2023)
Hui Ma, Yan Zheng
Dynamic Risk Measure for China's Short-Term International Capital Flows. MMBD (2023)
Tiandong Ma, Feng Li, Jun Ma, Yong Wang, Hui Ma, Yongbin Li
Simulation Model and Data Acquisition Method for Wind Turbine Group. CIPAE (2023)
Qingsong Zhao, Gang Liu, Zhonghui Wang, Haofeng Yuan, Hui Ma
Capacity Optimization Configuration of Multi-Microgrid Shared Energy Storage Based on Negotiation Game. iSPEC (2023)
Heping Song, Hui Ma, Yixiong Si, Jingyao Gong, Hongying Meng, Yuping Lai
Back projection deep unrolling network for handwritten text image super resolution. Comput. Electr. Eng. 111 (Part B) (2023)
Yong Wang, Feng Li, Jun Ma, Tiandong Ma, Hui Ma, Yongbin Li
Wind Farm Abnormal Data Cleaning Method Based on Quartiles. ICISCAE (2023)
Hui Ma, Weiliang Fu, Hengyuan Yu, Youdong Xu, Lulu Xiao, Yiwei Zhang, Yongjiang Wu, Xuesong Liu, Yong Chen, Tengfei Xu
Exploration of the anti-inflammatory mechanism of Lanqin oral solution based on the network pharmacology analysis optimized by Q-markers selection. Comput. Biol. Medicine 154 (2023)
Tao Yang, Hui Ma, Yilong Zhao, Fangxin Liu, Zhezhi He, Xiaoli Sun, Li Jiang
PIMPR: PIM-based Personalized Recommendation with Heterogeneous Memory Hierarchy. DATE (2023)
Bo Zhang, Jian Wang, Hui Ma, Bo Xu, Hongfei Lin
ZRIGF: An Innovative Multimodal Framework for Zero-Resource Image-Grounded Dialogue Generation. CoRR (2023)
Bo Zhang, Jian Wang, Hui Ma, Bo Xu, Hongfei Lin
ZRIGF: An Innovative Multimodal Framework for Zero-Resource Image-Grounded Dialogue Generation. ACM Multimedia (2023)
Qing Zhang, Jing Zhang, Jiajun Yuan, Huajie Huang, Yuhang Zhang, Changyan Chen, Jilei Lin, Baoqin Zhang, Gaomei Lv, Shuzhu Lin, Na Wang, Xin Liu, Mingyu Tang, Yahua Wang, Lu Liu, Hui Ma, Dan Xie, Lihua Wu, Haibo Yang, Shuhua Yuan, Mengjun Chen, Bingxue Zhang, Hongyuan Zhou, Jian Zhao, Yongfu Li, Yong Yin, Liebin Zhao, Guoxing Wang, Yong Lian
Grand Challenge on Respiratory Sound Classification for SPRSound Dataset. BioCAS (2023)
Yiyang Hu, Hui Ma, Leiping Jie, Hui Zhang
DEdgeNet: Extrinsic Calibration of Camera and LiDAR with Depth-discontinuous Edges. ICRA (2023)
Chuanlei Zhang, Yicong Li, Jie Li, Guixi Li, Hui Ma
Multivariate Time Series Anomaly Detection Method Based on mTranAD. ICIC (4) (2023)
Hui Ma, Leilei Zhou, Baoqing Li, Jiehao Chen, Xiaobing Yuan
An Efficient Non-Iterative Sub-Nyquist Sampling Wideband Spectrum Sensing Approach. ICC (2023)
Jie Li, Ming Yang, Jinyuan Shi, Gongcheng Shi, Lei Shi, Chuanlei Zhang, Hui Ma
Points and Descriptors-Net Model for SIFT Features Learning. SPML (2023)
Hui Ma, Xiaomin Hu, Weihua Yang
On the minimum degree of minimally 1-tough, triangle-free graphs and minimally 3/2-tough, claw-free graphs. Discret. Math. 346 (6) (2023)
Wanchun Sun, Xin Feng, Jingyao Liu, Hui Ma
Weakly supervised segmentation of COVID-19 infection with local lesion coherence on CT images. Biomed. Signal Process. Control. 79 (Part) (2023)
Hui Ma, Xiaobing Yuan, Jiang Wang, Baoqing Li
Revisiting Model Order Selection: A Sub-Nyquist Sampling Blind Spectrum Sensing Scheme. IEEE Trans. Wirel. Commun. 22 (5) (2023)
Wanchun Sun, Xin Feng, Hui Ma, Jingyao Liu
HiCT: Hierarchical Comprehend of Transformer for Weakly Supervised Object Localization. IEEE Trans. Instrum. Meas. 72 (2023)
Hui Ma, Xiaobing Yuan, Leilei Zhou, Baoqing Li, Ronghua Qin
Joint Block Support Recovery for Sub-Nyquist Sampling Cooperative Spectrum Sensing. IEEE Wirel. Commun. Lett. 12 (1) (2023)
Jian Kong, Ryan Morgan, Chuan Qin, Binbin Guan, Yawei Yin, Hui Ma, Jamie Gaudette
Secure and High-available Cloud Optical Network Data Collecting and Analysis System. OFC (2023)
Junmin Xiao, Chaoyang Shui, Di Cai, Kangyu Wang, Yunfei Pang, Mingyi Li, Hui Ma, Guangming Tan
Adaptive Workload-Balanced Scheduling Strategy for Global Ocean Data Assimilation on Massive GPUs. SC (2023)
Jianrong Li, Zheng Li, Jie Li, Gongcheng Shi, Chuanlei Zhang, Hui Ma
Time Series Prediction of 5G Network Data Based on Improved EEMD-BiLSTM Prediction Model. ICIC (5) (2023)
Hui Ma, Kai Yang, Man-On Pun
Cellular traffic prediction via deep state space models with attention mechanism. Comput. Commun. 197 (2023)
Guixi Miao, Wang Xin, Yuan Liang, Huang Wei, Hui Ma
Two-tier optimal scheduling of microgrid cluster distribution system based on energy interaction. iSPEC (2023)
Kai Zhou, Yi Su, Daoyou Wang, Hui Ma, Lianzhao Liu, Chao Li
Improved SAR Interrupted-Sampling Repeater Jamming Countermeasure Based on Waveform Agility and Mismatched Filter Design. IEEE Trans. Geosci. Remote. Sens. 61 (2023)
Hui Ma, Yucong Wei, Xuejun Li, Yuqing Zhang
Malicious Random-index PIR and its Application. ISCAI (2023)
Zizhen Qiao, Kangkang Chen, Changjiang Zhou, Hui Ma
An improved fault model of wind turbine gear drive under multi-stage cracks. Simul. Model. Pract. Theory 122 (2023)
Tao Yang, Yiyuan Zhou, Qidong Tang, Feng Xu, Hui Ma, Jieru Zhao, Li Jiang
SpMMPlu: A Compiler Plug-in with Sparse IR for Efficient Sparse Matrix Multiplication. DAC (2023)
Hui Ma, Jian Wang, Hongfei Lin, Bo Xu
Graph augmented sequence-to-sequence model for neural question generation. Appl. Intell. 53 (11) (2023)
Junmin Xiao, Yunfei Pang, Qing Xue, Chaoyang Shui, Ke Meng, Hui Ma, Mingyi Li, Xiaoyang Zhang, Guangming Tan
W-Cycle SVD: A Multilevel Algorithm for Batched SVD on GPUs. SC (2022)
Xiang Li, Wei Zhang, Hui Ma, Zhong Luo, Xu Li
Degradation Alignment in Remaining Useful Life Prediction Using Deep Cycle-Consistent Learning. IEEE Trans. Neural Networks Learn. Syst. 33 (10) (2022)
Wensheng Lin, Hui Ma, Lixin Li, Zhu Han
Computing Assistance From the Sky: Decentralized Computation Efficiency Optimization for Air-Ground Integrated MEC Networks. IEEE Wirel. Commun. Lett. 11 (11) (2022)
Yongchao Zhang, Ke Feng, Hui Ma, Kun Yu, Zhaohui Ren, Zheng Liu
MMFNet: Multisensor Data and Multiscale Feature Fusion Model for Intelligent Cross-Domain Machinery Fault Diagnosis. IEEE Trans. Instrum. Meas. 71 (2022)
Hui Ma, Jian Wang, Hongfei Lin, Xuejun Pan, Yijia Zhang, Zhihao Yang
A multi-view network for real-time emotion recognition in conversations. Knowl. Based Syst. 236 (2022)
Hongjun Zhao, Guoqing Li, Fei Wang, Zhao Zhen, Zihang Li, Jianan Li, Xinxin Ge, Hui Ma
Sand and Dust Storms Monitoring Using FY-4A Satellite Data based on Convolutional LSTM Networks. IAS (2022)
Hui Ma, Leilei Zhou, Huiyue Yi, Ronghua Qin, Xiaobing Yuan
Improved Sub-Nyquist Sampling Spectrum Sensing: a Model Order Selection Approach. ICC (2022)
Hui Ma, Jian Wang, Hongfei Lin, Liang Yang
Global and local interaction matching model for knowledge-grounded response selection in retrieval-based chatbots. Neurocomputing 497 (2022)
Yun Li, Hui Ma, Lei Wang, Shiwen Mao, Guoyin Wang
Optimized Content Caching and User Association for Edge Computing in Densely Deployed Heterogeneous Networks. IEEE Trans. Mob. Comput. 21 (6) (2022)
Minzhen Deng, Hui Ma, Li Liu, Taorong Qiu, Yue Lu, Ching Y. Suen
ScriptNet: A Two Stream CNN for Script Identification in Camera-Based Document Images. ICONIP (6) (2022)
Hua-Nv Feng, Bao-Lin Zhang, Yan-Dong Zhao, Hui Ma, Hao Su, Juan Li
Vibration control of network-based offshore structures subject to earthquakes. Trans. Inst. Meas. Control 44 (4) (2022)
Hui Ma, Haijun Zhang, Ning Zhang, Jianquan Wang, Ning Wang, Victor C. M. Leung
Reconfigurable Intelligent Surface With Energy Harvesting Assisted Cooperative Ambient Backscatter Communications. CoRR (2022)
Hui Xia, Hui Ma, Ping Cheng
PE-EDD: An efficient peer-effect-based financial fraud detection approach in publicly traded China firms. CAAI Trans. Intell. Technol. 7 (3) (2022)
Junmin Xiao, Qing Xue, Hui Ma, Xiaoyang Zhang, Guangming Tan
A W-cycle algorithm for efficient batched SVD on GPUs. PPoPP (2022)
Zelin Yang, Hui Ma, Mingchao Ai, Meijie Zhan, Gaofei Wu, Yuqing Zhang
A Minimal Disclosure Signature Authentication Scheme Based on Consortium Blockchain. Blockchain (2022)
Hui Ma, Yong Tang
An efficient and scalable method for aggregate nearest neighbor queries on time-dependent road networks. Inf. Syst. 105 (2022)
Bo Zhang, Jian Wang, Hongfei Lin, Hui Ma, Bo Xu
Exploiting Pairwise Mutual Information for Knowledge-Grounded Dialogue. IEEE ACM Trans. Audio Speech Lang. Process. 30 (2022)
Qing Zhang, Jing Zhang, Jiajun Yuan, Huajie Huang, Yuhang Zhang, Baoqin Zhang, Gaomei Lv, Shuzhu Lin, Na Wang, Xin Liu, Mingyu Tang, Yahua Wang, Hui Ma, Lu Liu, Shuhua Yuan, Hongyuan Zhou, Jian Zhao, Yongfu Li, Yong Yin, Liebin Zhao, Guoxing Wang, Yong Lian
SPRSound: Open-Source SJTU Paediatric Respiratory Sound Database. IEEE Trans. Biomed. Circuits Syst. 16 (5) (2022)
Qing Zhang, Jing Zhang, Jiajun Yuan, Huajie Huang, Yuhang Zhang, Baoqin Zhang, Gaomei Lv, Shuzhu Lin, Na Wang, Xin Liu, Mingyu Tang, Yahua Wang, Hui Ma, Lu Liu, Shuhua Yuan, Hongyuan Zhou, Jian Zhao, Yongfu Li, Yong Yin, Liebin Zhao, Guoxing Wang, Yong Lian
Grand Challenge on Respiratory Sound Classification for SPRSound Dataset. BioCAS (2022)
Junxiang Xu, Jingni Guo, Jin Zhang, Weihua Liu, Hui Ma
Route choice model based on cellular automata and cumulative prospect theory: Case analysis of transportation network in Sichuan-Tibet region. J. Intell. Fuzzy Syst. 40 (3) (2021)
Jun Cheng, Penglei Liu, Qieshi Zhang, Hui Ma, Fei Wang, Jin Zhang
Real-Time and Efficient 6-D Pose Estimation From a Single RGB Image. IEEE Trans. Instrum. Meas. 70 (2021)
Junzhe Lin, Yulai Zhao, Qingyu Zhu, Shuo Han, Hui Ma, Qingkai Han
Nonlinear Characteristic of Clamp Loosing in Aero-Engine Pipeline System. IEEE Access 9 (2021)
Chunxin Fang, Hui Ma, Zedong Yang
A Novel Dual-Modal Biometric Recognition Method Based on Weighted Joint Sparse Representation Classifaction. CCBR (2021)
Shu Guan, Zhe Wang, Hui Ma, Yan Liu
Computer aided embedded medical system and clinical treatment effect of heart failure based on clinical data. Microprocess. Microsystems 81 (2021)
Wei Zhang, Xiang Li, Hui Ma, Zhong Luo, Xu Li
Open-Set Domain Adaptation in Machinery Fault Diagnostics Using Instance-Level Weighted Adversarial Learning. IEEE Trans. Ind. Informatics 17 (11) (2021)
Chen Wang, Xianbo Deng, Li Yu, Zhuo Kuang, Hui Ma, Yineng Hua, Bo Liang
Data Fusion Framework For The Prediction Of Early Hematoma Expansion Based On CNN. ISBI (2021)
Wei Zhang, Xiang Li, Hui Ma, Zhong Luo, Xu Li
Universal Domain Adaptation in Fault Diagnostics With Hybrid Weighted Deep Adversarial Learning. IEEE Trans. Ind. Informatics 17 (12) (2021)
Junxiang Xu, Jingni Guo, Jin Zhang, Weihua Liu, Hui Ma
Multi-stage emergency decision-making method based on cumulative prospect theory and intuitionistic fuzzy number. RAIRO Oper. Res. 55 (Supplement) (2021)
Chu Chu, Jianyu Niu, Hui Ma, Jian Su, Rui Xu, Guangjun Wen
An Efficient Information Sampling Method for Multi-Category RFID Systems. IEEE Wirel. Commun. Lett. 10 (9) (2021)
Wei Zhang, Xiang Li, Hui Ma, Zhong Luo, Xu Li
Federated learning for machinery fault diagnosis with dynamic validation and self-supervision. Knowl. Based Syst. 213 (2021)
Hui Ma, Jian Wang, Lingfei Qian, Hongfei Lin
HAN-ReGRU: hierarchical attention network with residual gated recurrent unit for emotion recognition in conversation. Neural Comput. Appl. 33 (7) (2021)
Hui Ma, Turgay Çelik, Heng-Chao Li
Lightweight attention convolutional neural network through network slimming for robust facial expression recognition. Signal Image Video Process. 15 (7) (2021)
Peng Chen, Jian Wang, Hongfei Lin, Yijia Zhang, Zhihao Yang, Di Zhao, Hui Ma
Co-Attentive Span Network with Multi-task learning for Biomedical Named Entity Recognition. BIBM (2021)
Yongbo Yu, Hui Ma, Gang Chen
Achieving Multi-Objective Scheduling of Heterogeneous Workflows in Cloud through a Genetic Programming Based Approach. CEC (2021)
Hui Ma, Jian Wang, Hongfei Lin, Yi-Jia Zhang
Hierarchical matching network for multi-turn response selection in retrieval-based chatbots. Soft Comput. 25 (14) (2021)
Hui Ma, Turgay Çelik, Hengchao Li
FER-YOLO: Detection and Classification Based on Facial Expressions. ICIG (1) (2021)

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Publication Activity (10 Years)

Top Topics

Top Venues

Hui Ma