Search Results for author: Furong Zheng

Found 2 papers, 2 papers with code

Completion and Augmentation based Spatiotemporal Deep Learning Approach for Short-Term Metro Origin-Destination Matrix Prediction under Limited Observable Data

1 code implementation9 Aug 2021 Jiexia Ye, Juanjuan Zhao, Furong Zheng, Chengzhong Xu

Due to the delayed effect in latest complete OD flow collection, complex spatiotemporal correlations of OD flows in high dimension, it is more challengeable than other traffic prediction tasks of time series.

Management Time Series +2

Incorporating Reachability Knowledge into a Multi-Spatial Graph Convolution Based Seq2Seq Model for Traffic Forecasting

1 code implementation4 Jul 2021 Jiexia Ye, Furong Zheng, Juanjuan Zhao, Kejiang Ye, Chengzhong Xu

Our main novelties are three aspects: (1) We enrich the spatiotemporal information of model inputs by fusing multi-view features (time, location and traffic states) (2) We build multiple kinds of spatial correlations based on both prior knowledge and data-driven knowledge to improve model performance especially in insufficient or noisy data cases.

Decoder Traffic Prediction

Cannot find the paper you are looking for? You can Submit a new open access paper.