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Papers spatio-temporal extrapolation

“spatio-temporal extrapolation” 태그가 달린 논문 2편 · 필터 해제

MoGERNN: An Inductive Traffic Predictor for Unobserved Locations in Dynamic Sensing Networks

2025-01-21 · Qishen Zhou, Yifan Zhang, Michail A. Makridis, Anastasios Kouvelas 외

Given a partially observed road network, how can we predict the traffic state of unobserved locations? While deep learning approaches show exceptional performance in traffic prediction, most assume sensors at all locatio…

iFunMixture-of-Expertsspatio-temporal extrapolationTraffic Prediction

Graph Neural Processes for Spatio-Temporal Extrapolation

2023-05-30 · Junfeng Hu, Yuxuan Liang, Zhencheng Fan, Hongyang Chen 외

We study the task of spatio-temporal extrapolation that generates data at target locations from surrounding contexts in a graph. This task is crucial as sensors that collect data are sparsely deployed, resulting in a lac…

Gaussian Processesspatio-temporal extrapolation
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