Junchen Ye

Coupled Layer-wise Graph Convolution for Transportation Demand Prediction

Junchen Ye, Leilei Sun, Bowen Du et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 168 citations · Full text

Geometric Learning, Graph Neural Network, Engineering +14

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

Junchen Ye, Leilei Sun, Bowen Du et al. · 2019 · 147 citations

Transportation Planning, Recurrent Neural Network, Engineering +15

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

Junchen Ye, Zihan Liu, Bowen Du et al. · Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining · 2022 · 106 citations

Forecasting Methodology, Engineering, Machine Learning +18

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

Bowen Du, Xuanxuan Sun, Junchen Ye et al. · IEEE Transactions on Knowledge and Data Engineering · 2021 · 74 citations

Anomaly Detection, Machine Learning, Data Science +12

Spatio-Temporal AutoEncoder for Traffic Flow Prediction

Mingzhe Liu, Tongyu Zhu, Junchen Ye et al. · IEEE Transactions on Intelligent Transportation Systems · 2023 · 59 citations

Intelligent Traffic Management, Engineering, Machine Learning +11