Search Results for author: Pan Deng

Found 8 papers, 5 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

Pre-training Co-evolutionary Protein Representation via A Pairwise Masked Language Model

no code implementations29 Oct 2021 Liang He, Shizhuo Zhang, Lijun Wu, Huanhuan Xia, Fusong Ju, He Zhang, Siyuan Liu, Yingce Xia, Jianwei Zhu, Pan Deng, Bin Shao, Tao Qin, Tie-Yan Liu

The key problem in the protein sequence representation learning is to capture the co-evolutionary information reflected by the inter-residue co-variation in the sequences.

Language Modelling Multiple Sequence Alignment +1

Assessing Attendance by Peer Information

no code implementations6 Jun 2021 Pan Deng, Jianjun Zhou, Jing Lyu, Zitong Zhao

Attendance rate is an important indicator of students' study motivation, behavior and Psychological status; However, the heterogeneous nature of student attendance rates due to the course registration difference or the online/offline difference in a blended learning environment makes it challenging to compare attendance rates.

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