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Associate Professor

Leilei Sun

孙磊磊

Associate Professor and Postgraduate Supervisor of the School of Computer Science and Technology, Beihang University. He received his bachelor’s degree in Engineering in 2009, master’s degree in 2012, and Ph.D. in 2017 from Dalian University of Technology. He visited and studied at Rutgers, The State University of New Jersey in the United States from September 2015 to August 2016 as a national public scholar. He conducted postdoctoral research at Tsinghua University from March 2017 to April 2019. His main research direction is machine learning and data mining, including deep spatio-temporal learning networks, graph neural networks, time series data analysis and mining, etc. He has published more than 60 academic papers in international top journals and conferences in the field of data mining, including more than 30 CCF-A level journals/conference papers. He serves as a program committee member of international academic conferences such as KDD, AAAI, IJCAI, SIGIR, CIKM, WWW, WSDM, and KSEM, and as a reviewer of international academic journals such as TKDE, PAMI, TKDD, and TITS. He is the host of the key project of the “New Generation of Artificial Intelligence” major project of the Ministry of Science and Technology’s Science and Technology Innovation 2030 plan, the National Natural Science Foundation of China’s general project “Research and Application of Dynamic Graph Representation Learning”, the National Natural Science Foundation of China’s youth fund “Generalized Spatio-temporal Data Analysis and Mining”, the Youth Top-notch Talent Support Project of Beijing University of Aeronautics and Astronautics “Dynamic Evolutionary Prediction Model for Smart Transportation”, and has participated in more than 10 national and provincial key projects such as the National Natural Science Foundation Joint Fund and the Ministry of Science and Technology’s Key R&D Program. His research results have been well applied in departments such as the National Road Network Center, and won the Special Award of the 2021 China Highway Society Science and Technology Award. He has been awarded the honorary titles of “Excellent Class Tutor” and “Excellent Academic Tutor”, and has repeatedly guided doctoral/master’s students to win the “National Scholarship”. He has guided undergraduate science competitions, won one first prize and three second prizes of the “Feng Ru Cup”, and was named an “Excellent Guidance Teacher of the Feng Ru Cup” competition.

学术论文

Influence-aware Dynamic Graph Learning for Popularity Prediction

Yumeng Zhou, Mingzhe Liu, Leilei Sun, Xuejie Xu, Liangzhe Han, Tongyu Zhu

2026 Zenodo

Large-scale Human Mobility Data Regeneration for Open Urban Research

Ruixing Zhang, Yunqi Liu, Liangzhe Han, Leilei Sun, Charles Liu, Jibin Wang, Weifeng Lv

2025 KAIS

MobLLM: Bridging Human Mobility Patterns and Large Language Models for Enhanced Urban Geospatial Intelligence in Transportation Systems

Yi Xu, Ziqi Miao, Tongyu Zhu, Liangzhe Han, Jibin Wang, and Leilei Sun

2025 IEEE TITS

Position-Aware Neighbor Aggregation for Dynamic Link Prediction

Yumeng Zhou, Mingzhe Liu, Leilei Sun, Yifei Huang, Liangzhe Han, Charles Liu, Tongyu Zhu

2025 KDD

Urban In-context Learning: A New Paradigm for Urban Indicator Prediction

Zerong Deng, Liangzhe Han, Tongyu Zhu, Ziqi Miao, Yi Xu, Leilei Sun

2025 CIKM 2025 CCF-B

Evolving graph structure learning for multivariate time series forecasting

Junchen Ye, Qian Liu, Zihan Liu, Weimiao Li, Tongyu Zhu, Leilei Sun, Bowen Du

2025 KBS SCI

Adaptive Sampling-based Dynamic Graph Learning for Information Diffusion Prediction

Xiaodong Lu, Mingzhe Liu, Tongyu Zhu, Leilei Sun, Jibin Wang, Weifeng Lv, Yikun Ban, Deqing Wang

2025 TOIS CCF-A

Dual-mask: Progressively sparse multi-task architecture learning

Jiejie Zhao, Tongyu Zhu, Leilei Sun, Bowen Du, Haiquan Wang, Lei Huang

2025 Pattern Recognition SCI

SimPRL: A Simple Contrastive Learning for Path Representation Learning by Joint GPS Trajectories and Road Paths

Tianxi Liao, Xuxiang Ta, Yi Xu, Liangzhe Han, Leilei Sun, Weifeng Lv

2025 IEEE TITS JCR Q1

Behavior Tokens Speak Louder: Disentangled Explainable Recommendation with Behavior Vocabulary

Xinshun Feng, Mingzhe Liu, Yi Qiao, Tongyu Zhu, Leilei Sun, Shuai Wang

2025 AAAI 2026 CCF-A

SigFormer: A Transformer for Signaling Data Augmentation via Location Reconstruction

Mingzhe Liu, Haiyang Jiang, Tongyu Zhu, Leilei Sun, Jibin Wang, Hao Sheng

2025 IEEE TMC CCF-A

Evaluating LLMs on Pure Graph Structures: Benchmarks with Multiscale Graph Tasks and Structure-Based Prompt Improvements

Mingzhe Liu, Jiarui Liu, Tongyu Zhu, Leilei Sun

2025 ICONIP 2025

Towards Urban Semantic Cognition: Investigating the Capability of LLMs in Understanding Urban Areas

Mingzhe Liu, Zihang Xu, Kangting Xu, Tongyu Zhu, Leilei Sun

2025 ICONIP 2025

LLMs-Empowered Retrieval on Text-Attributed Graphs

Yifei Huang, Mingzhe Liu, Leilei Sun, Tongyu Zhu, Weifeng Lv

2025 ICONIP 2025

JiuTian·Chuanliu: A Large Spatiotemporal Model for General-purpose Dynamic Urban Sensing

Liangzhe Han, Leilei Sun, Tongyu Zhu, Tao Tao, Jibin Wang, Weifeng Lv

2025 ACM TIST CCF-B

Memory-enhanced hierarchical and temporal semantic learning for multi-label patent classification

Xuejie Xu, Yi Xu, Ziqi Miao, Jian Huang, Leilei Sun

2025 ESWA SCI

Generating Evolving Region Embedding with Memory-based Graph for Dynamic Urban Sensing

Yi Xu, Zerong Deng, Tongyu Zhu, Liangzhe Han, Leilei Sun, Zhuo Chen, Hao Sheng

2025 Information Fusion SCI

TS-MAE: A Masked Autoencoder for Time Series Representation Learning

Qian Liu, Junchen Ye, Haohan Liang, Leilei Sun, Bowen Du

2025 Information Sciences SCI

Robust Trajectory Similarity Learning for Mobile Phone Signaling Data via Contrastive Augmentation

Jiashu Zhang, Ruixing Zhang, Tongyu Zhu, Leilei Sun

2025 YAC 2025

Adaptive Taxonomy Learning and Historical Patterns Modeling for Patent Classification

Tao Zou, Le Yu, Junchen Ye, Leilei Sun, Bowen Du, Deqing Wang

2024 TOIS

Hierarchical Context Representation and Self-adaptive Thresholding for Multivariate Anomaly Detection

Chunming Lin, Bowen Du, Leilei Sun, Linchao Li

2024 TKDE

Learning joint 2-d and 3-d graph diffusion models for complete molecule generation

Han Huang, Leilei Sun, Bowen Du, Weifeng Lv

2024 TNNLS

MemMap: An Adaptive and Latent Memory Structure for Dynamic Graph Learning

Shuo Ji, Mingzhe Liu, Leilei Sun, Chuanren Liu, Tongyu Zhu

2024 KDD

Multi-Faceted Route Representation Learning for Travel Time Estimation

Tianxi Liao, Liangzhe Han, Yi Xu, Tongyu Zhu, Leilei Sun, Bowen Du

2024 IEEE TITS

Community-Based Prompt Learning on Temporal Information Graph

Yumeng Zhou, Mingzhe Liu, Yi Xu, Jiarui Liu, Leilei Sun

2024 ICONIP 2024

Co-Neighbor Encoding Schema: A Light-cost Structure Encoding Method for Dynamic Link Prediction

Ke Cheng, Linzhi Peng, Junchen Ye, Leilei Sun, Bowen Du

2024 KDD 2024 CCF-A

DyGKT: Dynamic Graph Learning for Knowledge Tracing

Ke Cheng, Linzhi Peng, Pengyang Wang, Junchen Ye, Leilei Sun, Bowen Du

2024 KDD 2024 CCF-A

An NCDE-based Framework for Universal Representation Learning of Time Series

Zihan Liu, Bowen Du, Junchen Ye, Xianqing Wen, Leilei Sun

2024 IJCAI 2024 CCF-A

A Data-Driven Optimization Framework for Static Rebalancing Operations in Bike Sharing Systems

Junming Liu, Weiwei Chen, Leilei Sun

2024 INFORMS Journal on Computing SCI

Temporal Graph Network for continuous-time dynamic event sequence

Ke Cheng, Junchen Ye, Xiaodong Lu, Leilei Sun, Bowen Du

2024 KBS SCI

MFGCN: Multi-faceted spatial and temporal specific graph convolutional network for traffic-flow forecasting

Jingwen Tian, Liangzhe Han, Mao Chen, Yi Xu, Zhuo Chen, Tongyu Zhu, Leilei Sun, Weifeng Lv

2024 KBS SCI

Temporal-aware structure-semantic-coupled graph network for traffic forecasting

Mao Chen, Liangzhe Han, Yi Xu, Tongyu Zhu, Jibin Wang, Leilei Sun

2024 Information Fusion SCI

Learning Solid Dynamics with Graph Neural Network

Bohao Li, Bowen Du, Junchen Ye, Jiajing Huang, Leilei Sun, Jinyan Feng

2024 Information Sciences SCI

MvTS-library: An open library for deep multivariate time series forecasting

Junchen Ye, Weimiao Li, Zhixin Zhang, Tongyu Zhu, Leilei Sun, Bowen Du

2024 KBS SCI

Automated urban planning aware spatial hierarchies and human instructions

Dongjie Wang, Kunpeng Liu, Yanyong Huang, Leilei Sun, Bowen Du, Yanjie Fu

2023 KIS

Community-based Dynamic Graph Learning for Popularity Prediction

Shuo Ji, Xiaodong Lu, Mingzhe Liu, Leilei Sun, Chuanren Liu, Bowen Du, Hui Xiong

2023 KDD CCF-A

Continuous-Time Graph Learning for Cascade Popularity Prediction

Xiaodong Lu, Shuo Ji, Le Yu, Leilei Sun, Bowen Du, Tongyu Zhu

2023 IJCAI CCF-A

Continuous-Time User Preference Modelling for Temporal Sets Prediction

Le Yu, Zihang Liu, Leilei Sun, Bowen Du, Chuanren Liu, Weifeng Lv

2023 IEEE TKDE CCF-A

Embedding disentanglement in graph convolutional networks for recommendation

Tianyu Zhu, Leilei Sun, Guoqing Chen

2023 IEEE TKDE CCF-A

Event-Based Dynamic Graph Representation Learning for Patent Application Trend Prediction

Tao Zou, Le Yu, Leilei Sun, Bowen Du, Deqing Wang, Fuzhen Zhuang

2023 TKDE CCF-A

Generic and Dynamic Graph Representation Learning for Crowd Flow Modeling

Liangzhe Han, Ruixing Zhang, Leilei Sun, Bowen Du, Yanjie Fu, Tongyu Zhu

2023 AAAI 2023 CCF-A

Generic Dynamic Graph Convolutional Network for traffic flow forecasting

Yi Xu, Liangzhe Han, Tongyu Zhu, Leilei Sun, Bowen Du, Weifeng Lv

2023 Information Fusion SCI

Graph-based embedding smoothing for sequential recommendation

Tianyu Zhu, Leilei Sun, Guoqing Chen

2023 IEEE TKDE CCF-A

Heterogeneous structural responses recovery based on multi-modal Deep learning

Bowen Du, Liyu Wu, Leilei Sun, Fei Xu, Linchao Li

2023 JCR Q1

Hierarchical Reinforced Urban Planning: Jointly Steering Region and Block Configurations

Pengfei Wang, Daniel Wang, Kunpeng Liu, Dongjie Wang, Yuanchun Zhou, Leilei Sun, Yanjie Fu

2023 SDM

Multivariate Long-Term Traffic Forecasting with Graph Convolutional Network and Historical Attention Mechanism

Zhaohuan Wang, Yi Xu, Liangzhe Han, Tongyu Zhu, Leilei Sun

2023 KSEM 2023 EI

Predicting Temporal Sets with Simplified Fully Connected Networks

Le Yu, Zihang Liu, Tongyu Zhu, Leilei Sun, Bowen Du, Weifeng Lv

2023 AAAI 2023 CCF-A

PriSTI: A Conditional Diffusion Framework for Spatiotemporal Imputation

Mingzhe Liu, Han Huang, Hao Feng, Leilei Sun, Bowen Du, Yanjie Fu

2023 ICDE CCF-A

Sampling Spatial-Temporal Attention Network for Traffic Forecasting

Mao Chen, Yi Xu, Liangzhe Han, Leilei Sun

2023 KSEM 2023

Spatio-Temporal AutoEncoder for Traffic Flow Prediction

Mingzhe Liu, Tongyu Zhu, Junchen Ye, Qingxin Meng, Leilei Sun, Bowen Du

2023 IEEE TITS JCR Q1

Human-Instructed Deep Hierarchical Generative Learning for Automated Urban Planning

Dongjie Wang, Lingfei Wu, Denghui Zhang, Jingbo Zhou, Leilei Sun, Yanjie Fu

2023 AAAI 2023 CCF-A

Pretraining Language Models with Text-Attributed Heterogeneous Graphs

Tao Zou, Le Yu, Yifei Huang, Leilei Sun, Bowen Du

2023 EMNLP Findings 2023 CCF-B

PBTR: Pre-training and Bidirectional Semantic Enhanced Trajectory Recovery

Qiming Zhang, Tianxi Liao, Tongyu Zhu, Leilei Sun, Weifeng Lv

2023 ICONIP 2023

Self-optimizing Feature Generation via Categorical Hashing Representation and Hierarchical Reinforcement Crossing

Wangyang Ying, Dongjie Wang, Kunpeng Liu, Leilei Sun, Yanjie Fu

2023 ICDM 2023 CCF-B

Adaptive Spatio-temporal Graph Neural Network for traffic forecasting

Xuxiang Ta, Zihan Liu, Xiao Hu, Le Yu, Leilei Sun, Bowen Du

2022 KBS

Adaptive spectral affinity propagation clustering

Lin Tang, Leilei Sun, Chonghui Guo, Zhen Zhang

2022 Journal of Systems Engineering and Electronics

Analysis for full face mechanical behaviors through spatial deduction model with real-time monitoring data

Xuyan Tan, Yuhang Wang, Bowen Du, Junchen Ye, Weizhong Chen, Leilei Sun, Liping Li

2022 SHM

Conditional Diffusion Based on Discrete Graph Structures for Molecular Graph Generation

Han Huang, Leilei Sun, Bowen Du, Weifeng Lv

2022 NeurIPS 2022 Workshop on Score-Based Methods

Continuous-Time and Multi-Level Graph Representation Learning for Origin-Destination Demand Prediction

Liangzhe Han, Xiaojian Ma, Leilei Sun, Bowen Du, Yanjie Fu, Weifeng Lv, Hui Xiong

2022 KDD 2022 CCF-A

Dynamic Graph Learning Based on Hierarchical Memory for Origin-Destination Demand Prediction

Ruixing Zhang, Liangzhe Han, Boyi Liu, Jiayuan Zeng, Leilei Sun

2022 IJCAI 2022 CCF-A

Element-guided Temporal Graph Representation Learning for Temporal Sets Prediction

Le Yu, Guanghui Wu, Leilei Sun, Bowen Du, Weifeng Lv

2022 WWW 2022 CCF-A

Exploiting Global and Local Hierarchies for Hierarchical Text Classification

Ting Jiang, Deqing Wang, Leilei Sun, Zhongzhi Chen, Fuzhen Zhuang, Qinghong Yang

2022 CoRR

Graph Sequence Neural Network with an Attention Mechanism for Traffic Speed Prediction

Zhilong Lu, Weifeng Lv, Zhipu Xie, Bowen Du, Guixi Xiong, Leilei Sun, Haiquan Wang

2022 TIST

GraphGDP: Generative Diffusion Processes for Permutation Invariant Graph Generation

Han Huang, Leilei Sun, Bowen Du, Yanjie Fu, Weifeng Lv

2022 ICDM

Heterogeneous Graph Representation Learning with Relation Awareness

Le Yu, Leilei Sun, Bowen Du, Chuanren Liu, Weifeng Lv, Hui Xiong

2022 IEEE TKDE CCF-A

Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting

Junchen Ye, Zihan Liu, Bowen Du, Leilei Sun, Weimiao Li, Yanjie Fu, Hui Xiong

2022 KDD 2022 CCF-A

Modelling Evolutionary and Stationary User Preferences for Temporal Sets Prediction

Le Yu, Zihang Liu, Tongyu Zhu, Leilei Sun, Bowen Du, Weifeng Lv

2022 CoRR

Response Prediction Based on Temporal and Spatial Deep Learning Model for Intelligent Structural Health Monitoring

Bowen Du, Chunming Lin, Leilei Sun, Yangping Zhao, Linchao Li

2022 IEEE Internet Things J.

Response Prediction Based on Temporal and Spatial Deep Learning Model for Intelligent Structural Health Monitoring

Bowen Du, Chunming Lin, Leilei Sun, Yangping Zhao, Linchao Li

2022 IEEE Internet of Things Journal

Spatial Semantic Learning for Travel Time Estimation

Yi Xu, Leilei Sun, Bowen Du, Liangzhe Han

2022 KSEM 2022

Taxi Demand Prediction Using Parallel Multi-Task Learning Model

Chizhan Zhang, Fenghua Zhu, Xiao Wang, Leilei Sun, Haina Tang, Yisheng Lv

2022 IEEE TITS

Label-Enhanced Graph Neural Network for Semi-supervised Node Classification

Le Yu, Leilei Sun, Bowen Du, Tongyu Zhu, Weifeng Lv

2022 IEEE TKDE CCF-A

Traffic Flow Prediction Based on Spatiotemporal Potential Energy Fields

Jingyuan Wang, Jiahao Ji, Zhe Jiang, Leilei Sun

2022 IEEE TKDE CCF-A

A Simulation Research Towards Better Leverage of Sales Ranking

Lin Tang, Leilei Sun, Chonghui Guo, Yuqian Zuo, Zhen Zhang

2021 Journal of Systems Science and Systems Engineering

Automatic Treatment Regimen Design

Leilei Sun, Chuanren Liu, Guoqing Chen, Chonghui Guo, Hui Xiong, Yanming Xie

2021 IEEE TKDE

Co-Prediction of Multimodal Transportation Demands With Self-learned Spatial Dependence

Mingzhe Liu, Bowen Du, Leilei Sun

2021 IEEE Big Data

Coupled Layer-wise Graph Convolution for Transportation Demand Prediction

Junchen Ye, Leilei Sun, Bowen Du, Yanjie Fu, Hui Xiong

2021 AAAI 2021 CCF-A

Deep Heterogeneous Network for Temporal Set Prediction

Nannan Shi, Le Yu, Leilei Sun, Lihua Wang, Chunming Lin, Ruixing Zhang

2021 KBS

Deep Human-guided Conditional Variational Generative Modeling for Automated Urban Planning

Dongjie Wang, Kunpeng Liu, Pauline Johnson, Leilei Sun, Bowen Du, Yanjie Fu

2021

Deep multi-task learning with flexible and compact architecture search

Jiejie Zhao, Weifeng Lv, Bowen Du, Junchen Ye, Leilei Sun, Guixi Xiong

2021 JDSA

Deep multi-task learning with relational attention for business success prediction

Jiejie Zhao, Bowen Du, Leilei Sun, Weifeng Lv, Yanchi Liu, Hui Xiong

2021 PATTERN RECOGN

Deep spatio-temporal graph convolutional network for traffic accident prediction

Le Yu, Bowen Du, Xiao Hu, Leilei Sun, Liangzhe Han, Weifeng Lv

2021

Development of load-temporal model to predict the further mechanical behaviors of tunnel structure under various boundary conditions

Bowen Du, Wentao Li, Xuyan Tan, Junchen Ye, Weizhong Chen, Leilei Sun

2021 TUST

Dynamic and Multi-faceted Spatio-temporal Deep Learning for Traffic Speed Forecasting

Liangzhe Han, Bowen Du, Leilei Sun, Yanjie Fu, Yisheng Lv, Hui Xiong

2021 KDD 2021 CCF-A

Embedding Disentanglement in Graph Convolutional Networks for Recommendation

Tianyu Zhu, Leilei Sun, Guoqing Chen

2021 IEEE TKDE CCF-A

GAN-Based Anomaly Detection for Multivariate Time Series Using Polluted Training Set

Bowen Du, Xuanxuan Sun, Junchen Ye, Ke Cheng, Jingyuan Wang, and Leilei Sun

2021 IEEE TKDE CCF-A

Investigation on the data augmentation using machine learning algorithms in structural health monitoring information

Xuyan Tan, Xuanxuan Sun, Weizhong Chen, Bowen Du, Junchen Ye, Leilei Sun

2021 SHM

Landslide susceptibility prediction based on image semantic segmentation

Bowen Du, Zirong Zhao, Xiao Hu, Guanghui Wu, Liangzhe Han, Leilei Sun, Qiang Gao

2021

Lightxml: Transformer with dynamic negative sampling for high-performance extreme multi-label text classification

Ting Jiang, Deqing Wang, Leilei Sun, Huayi Yang, Zhengyang Zhao, Fuzhen Zhuang

2021 AAAI 2021

Modelling the epidemic dynamics of COVID-19 with consideration of human mobility

Bowen Du, Zirong Zhao, Jiejie Zhao, Le Yu, Leilei Sun, Weifeng Lv

2021 JDSA

Multi-Semantic Path Representation Learning for Travel Time Estimation

Liangzhe Han, Bowen Du, Jingjing Lin, Leilei Sun, Xucheng Li, Yizhou Peng

2021 IEEE TITS CCF B

Prediction of Treatment Medicines with Dual Adaptive Sequential Networks

Yang An, Liang Zhang, Haoyu Yang, Leilei Sun, Bo Jin, Chuanren Liu, Ruiyun Yu, Xiaopeng Wei

2021 IEEE TKDE CCF-A

Representation Learning on Knowledge Graphs for Node Importance Estimation

Han Huang, Leilei Sun, Bowen Du, Chuanren Liu, Weifeng Lv, Hui Xiong

2021 KDD 2021 CCF-A

A fusion framework to extract typical treatment patterns from electronic medical records

Jingfeng Chen, Leilei Sun, Chonghui Guo, Yanming Xie

2020 Artif. Intell. Medicine

Defending Water Treatment Networks: Exploiting Spatio-temporal Effects for Cyber Attack Detection

Dongjie Wang, Pengyang Wang, Jingbo Zhou, Leilei Sun, Bowen Du, Yanjie Fu

2020 ICDM

Dual Sequential Network for Temporal Sets Prediction

Leilei Sun, Yansong Bai, Bowen Du, Chuanren Liu, Hui Xiong, Weifeng Lv

2020 SIGIR 2020 CCF-A

Guaranteeing differential privacy for sequence predictions in bike sharing systems

Zhipu Xie, Bowen Du, Shangfo Huang, Bo Huang, Leilei Sun, Weifeng Lv

2020 CCPE

Hybrid Micro/Macro Level Convolution for Heterogeneous Graph Learning

Le Yu, Leilei Sun, Bowen Du, Chuanren Liu, Weifeng Lv, Hui Xiong

2020

Predicting Temporal Sets with Deep Neural Networks

Le Yu, Leilei Sun, Bowen Du, Chuanren Liu, Hui Xiong, Weifeng Lv

2020 KDD 2020 CCF-A

Traffic Demand Prediction Based on Dynamic Transition Convolutional Neural Network

Bowen Du, Xiao Hu, Leilei Sun, Junming Liu, Yanan Qiao, Weifeng Lv

2020 IEEE TITS

CCODM: conditional co-occurrence degree matrix document representation method

Wei Wei, Chonghui Guo, Jingfeng Chen, Lin Tang, Leilei Sun

2019 Soft Comput.

Co-Prediction of Multiple Transportation Demands Based on Deep Spatio-Temporal Neural Network

Junchen Ye, Leilei Sun, Bowen Du, Yanjie Fu, Xinran Tong, Hui Xiong

2019 KDD 2019 CCF-A

Multiple Relational Attention Network for Multi-task Learning

Jiejie Zhao, Bowen Du, Leilei Sun, Fuzhen Zhuang, Weifeng Lv, Hui Xiong

2019 KDD 2019 CCF-A

Passenger behavior prediction with semantic and multi-pattern LSTM model

Haiquan Wang, Xin Wu, Leilei Sun, Bowen Du

2019 Access

Traffic Accident Prediction Based on Deep Spatio-Temporal Analysis

Le Yu, Bowen Du, Xiao Hu, Leilei Sun, Weifeng Lv, Runhe Huang

2019 SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI

Unsupervised EEG feature extraction based on echo state network

Leilei Sun, Bo Jin, Haoyu Yang, Jianing Tong, Chuanren Liu, Hui Xiong

2019 Inf. Sci.

Urban Micro-Circulation Bus Planning Based on Temporal and Spatial Travel Demand

Bowen Du, Yanan Qiao, Jiejie Zhao, Leilei Sun, Weifeng Lv, Runhe Huang

2019 SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI

A data-driven framework of typical treatment process extraction and evaluation

Jingfeng Chen, Leilei Sun, Chonghui Guo, Wei Wei, Yanming Xie

2018 J. Biomed. Informatics

A Treatment Engine by Predicting Next-Period Prescriptions

Bo Jin, Haoyu Yang, Leilei Sun, Chuanren Liu, Yue Qu, Jianing Tong

2018 KDD 2018 CCF-A

Econometric testing on linear and nonlinear dynamic relation between stock prices and macroeconomy in China

Sumuya Borjigin, Yating Yang, Xiaoguang Yang, Leilei Sun

2018

Parallel architecture of convolutional bi-directional LSTM neural networks for network-wide metro ridership prediction

Xiaolei Ma, Jiyu Zhang, Bowen Du, Chuan Ding, Leilei Sun

2018 IEEE TITS

A Data-driven Process Recommender Framework

Sen Yang, Xin Dong, Leilei Sun, Yichen Zhou, Richard A. Farneth, Hui Xiong, Randall S. Burd, Ivan Marsic

2017 KDD 2017 CCF-A

Cluster Analysis in Data-Driven Management and Decisions

Leilei Sun, Guoqing Chen, Hui Xiong, Chonghui Guo

2017

Effective and Real-time In-App Activity Analysis in Encrypted Internet Traffic Streams

Junming Liu, Yanjie Fu, Jingci Ming, Yong Ren, Leilei Sun, Hui Xiong

2017 KDD 2017 CCF-A

Extended TODIM for multi-criteria group decision making based on unbalanced hesitant fuzzy linguistic term sets

Wenyu Yu, Zhen Zhang, Qiuyan Zhong, Leilei Sun

2017 Comput. Ind. Eng.

Fast affinity propagation clustering based on incomplete similarity matrix

Leilei Sun, Chonghui Guo, Chuanren Liu, Hui Xiong

2017 Knowl. Inf. Syst.

Functional Zone Based Hierarchical Demand Prediction For Bike System Expansion

Junming Liu, Leilei Sun, Qiao Li, Jingci Ming, Yanchi Liu, Hui Xiong

2017 KDD 2017 CCF-A

Textual analysis and visualization of research trends in data mining for electronic health records

Jingfeng Chen, Wei Wei, Chonghui Guo, Lin Tang, Leilei Sun

2017

Characterizing the life cycle of point of interests using human mobility patterns

Xinjiang Lu, Zhiwen Yu, Leilei Sun, Chuanren Liu, Hui Xiong, Chu Guan

2016 UbiComp 2016 CCF-A

Data-driven Automatic Treatment Regimen Development and Recommendation

Leilei Sun, Chuanren Liu, Chonghui Guo, Hui Xiong, Yanming Xie

2016 KDD 2016 CCF-A

Rebalancing Bike Sharing Systems: A Multi-source Data Smart Optimization

Junming Liu, Leilei Sun, Weiwei Chen, Hui Xiong

2016 KDD 2016 CCF-A

Incremental Affinity Propagation Clustering Based on Message Passing

Leilei Sun, Chonghui Guo

2014 IEEE TKDE CCF-A

EEG signal classification for epilepsy diagnosis based on AR model and RVM

Min Han, Leilei Sun

2010

Graph-based Embedding Smoothing for Sequential Recommendation

Tianyu Zhu, Leilei Sun, Guoqing Chen

IEEE TKDE CCF-A

Continuous-Time and Discrete-Time Representation Learning for Origin-Destination Demand Prediction

Yi Xu, Liangzhe Han, Tongyu Zhu, Leilei Sun, Bowen Du, Weifeng Lv

IEEE TITS JCR Q1

Towards Better Dynamic Graph Learning: New Architecture and Unified Library

Le Yu, Leilei Sun, Bowen Du, Weifeng Lv

NeurIPS 2023 CCF-A

A Graph Attention Fusion Network for Event-Driven Traffic Speed Prediction

Zekun Qiu, Tongyu Zhu, Yuhui Jin, Leilei Sun, Bowen Du

Information Sciences SCI

Positive mood-related gut microbiota in a long-term closed environment: A multiomics study based on the Lunar Palace 365 experiment

Zikai Hao, Chen Meng, Leyuan Li, Siyuan Feng, Yinzhen Zhu, Jianlou Yang, Liangzhe Han, Leilei Sun, Weifeng Lv, Daniel Figeys, Hong Liu

Microbiome SCI

Intelligent Monitoring System Based on Spatio-Temporal Data for Underground Space Infrastructure

Bowen Du, Junchen Ye, Hehua Zhu, Leilei Sun, Yanliang Du

Engineering SCI