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20232025
most citedTensor Dirichlet Process Multinomial Mixture Model for Passenger Trajectory Clustering

1 citations · 1 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2025

Data-Driven Optimization of EV Charging Station Placement Using Causal Discovery

Julius Stephan Junker, Rong Hu, Ziyue Li +1

This paper addresses the critical challenge of optimizing electric vehicle charging station placement through a novel data-driven methodology employing causal discovery techniques.…

cs.LG2024

Deep Causal Learning to Explain and Quantify The Geo-Tension's Impact on Natural Gas Market

Philipp Kai Peter, Yulin Li, Ziyue Li +1

Natural gas demand is a crucial factor for predicting natural gas prices and thus has a direct influence on the power system. However, existing methods face challenges in assessing…

cs.MA2024

GuideLight: "Industrial Solution" Guidance for More Practical Traffic Signal Control Agents

Haoyuan Jiang, Xuantang Xiong, Ziyue Li +7

Currently, traffic signal control (TSC) methods based on reinforcement learning (RL) have proven superior to traditional methods. However, most RL methods face difficulties when ap…

cs.LG2023

A Critical Perceptual Pre-trained Model for Complex Trajectory Recovery

Dedong Li, Ziyue Li, Zhishuai Li +5

The trajectory on the road traffic is commonly collected at a low sampling rate, and trajectory recovery aims to recover a complete and continuous trajectory from the sparse and di…

stat.ML2023

Choose A Table: Tensor Dirichlet Process Multinomial Mixture Model with Graphs for Passenger Trajectory Clustering

Ziyue Li, Hao Yan, Chen Zhang +3

Passenger clustering based on trajectory records is essential for transportation operators. However, existing methods cannot easily cluster the passengers due to the hierarchical s…

stat.ML2023★ 1 cited

Tensor Dirichlet Process Multinomial Mixture Model for Passenger Trajectory Clustering

Ziyue Li, Hao Yan, Chen Zhang +4

Passenger clustering based on travel records is essential for transportation operators. However, existing methods cannot easily cluster the passengers due to the hierarchical struc…