Search Results for author: Xinglei Wang

Found 4 papers, 2 papers with code

Where Would I Go Next? Large Language Models as Human Mobility Predictors

1 code implementation29 Aug 2023 Xinglei Wang, Meng Fang, Zichao Zeng, Tao Cheng

We posit that our research marks a significant paradigm shift in human mobility modelling, transitioning from building complex domain-specific models to harnessing general-purpose LLMs that yield accurate predictions through language instructions.

Forecast Network-Wide Traffic States for Multiple Steps Ahead: A Deep Learning Approach Considering Dynamic Non-Local Spatial Correlation and Non-Stationary Temporal Dependency

1 code implementation6 Apr 2020 Xinglei Wang, Xuefeng Guan, Jun Cao, Na Zhang, Huayi Wu

This model builds on sequence to sequence (seq2seq) architecture to capture temporal feature and relies on graph convolution for aggregating spatial information.

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A Hybrid Traffic Speed Forecasting Approach Integrating Wavelet Transform and Motif-based Graph Convolutional Recurrent Neural Network

no code implementations14 Apr 2019 Na Zhang, Xuefeng Guan, Jun Cao, Xinglei Wang, Huayi Wu

In this paper, we propose a hybrid approach that learns the spatio-temporal dependency in traffic flows and predicts short-term traffic speeds on a road network.

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