Search Results for author: Junting Liu

Found 2 papers, 2 papers with code

Spatio-temporal neural structural causal models for bike flow prediction

1 code implementation19 Jan 2023 Pan Deng, Yu Zhao, Junting Liu, Xiaofeng Jia, Mulan Wang

In addition, due to the disturbance of incomplete observations in the data, random contextual conditions lead to spurious correlations between data and features, making the prediction of the model ineffective in special scenarios.

counterfactual Traffic Prediction

Causal conditional hidden Markov model for multimodal traffic prediction

1 code implementation19 Jan 2023 Yu Zhao, Pan Deng, Junting Liu, Xiaofeng Jia, Mulan Wang

Recent works overemphasize spatio-temporal correlations of traffic flow, ignoring the physical concepts that lead to the generation of observations and their causal relationship.

Management Traffic Prediction

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