MM-DAG: Multi-task DAG Learning for Multi-modal Data - with Application for Traffic Congestion Analysis

Author:

Lan Tian1ORCID,Li Ziyue2ORCID,Li Zhishuai3ORCID,Bai Lei4ORCID,Li Man5ORCID,Tsung Fugee5ORCID,Ketter Wolfgang2ORCID,Zhao Rui3ORCID,Zhang Chen1ORCID

Affiliation:

1. Tsinghua University, BeiJing, China

2. University of Cologne, Cologne, Germany

3. SenseTime Research, BeiJing, China

4. Shanghai AI Laboratory, ShangHai, China

5. The Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong

Funder

BNSF

NSFC

Publisher

ACM

Reference53 articles.

1. A probabilistic estimation of traffic congestion using Bayesian network

2. Distributed Classification of Urban Congestion Using VANET

3. Cooperative Evaluation of the Cause of Urban Traffic Congestion via Connected Vehicles

4. Michael Behrisch , Laura Bieker , Jakob Erdmann , and Daniel Krajzewicz . 2011 . SUMO--simulation of urban mobility: an overview . In Proceedings of SIMUL 2011, The Third International Conference on Advances in System Simulation. ThinkMind. Michael Behrisch, Laura Bieker, Jakob Erdmann, and Daniel Krajzewicz. 2011. SUMO--simulation of urban mobility: an overview. In Proceedings of SIMUL 2011, The Third International Conference on Advances in System Simulation. ThinkMind.

5. Rohit Bhattacharya , Tushar Nagarajan , Daniel Malinsky , and Ilya Shpitser . 2021 . Differentiable causal discovery under unmeasured confounding . In International Conference on Artificial Intelligence and Statistics. PMLR, 2314--2322 . Rohit Bhattacharya, Tushar Nagarajan, Daniel Malinsky, and Ilya Shpitser. 2021. Differentiable causal discovery under unmeasured confounding. In International Conference on Artificial Intelligence and Statistics. PMLR, 2314--2322.

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1. FedGTP: Exploiting Inter-Client Spatial Dependency in Federated Graph-based Traffic Prediction;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24

2. Correlated Time Series Self-Supervised Representation Learning via Spatiotemporal Bootstrapping;2023 IEEE 19th International Conference on Automation Science and Engineering (CASE);2023-08-26

3. Dynamic Causal Graph Convolutional Network for Traffic Prediction;2023 IEEE 19th International Conference on Automation Science and Engineering (CASE);2023-08-26

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