Search Results for author: Mingxuan Yue

Found 2 papers, 0 papers with code

HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting

no code implementations27 Sep 2021 Chenyu Wang, Zongyu Lin, Xiaochen Yang, Jiao Sun, Mingxuan Yue, Cyrus Shahabi

Based on the homophily assumption of GNN, we propose a homophily-aware constraint to regularize the optimization of the region graph so that neighboring region nodes on the learned graph share similar crime patterns, thus fitting the mechanism of diffusion convolution.

Crime Prediction Graph Learning

DETECT: Deep Trajectory Clustering for Mobility-Behavior Analysis

no code implementations3 Mar 2020 Mingxuan Yue, Yaguang Li, Haoze Yang, Ritesh Ahuja, Yao-Yi Chiang, Cyrus Shahabi

Identifying mobility behaviors in rich trajectory data is of great economic and social interest to various applications including urban planning, marketing and intelligence.

Clustering Marketing +1

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