Friendly Introduction to Temporal Graph Neural Networks (and some Traffic Forecasting)



▬▬ Papers ▬▬▬▬▬▬▬▬▬▬▬▬
Temporal Graph Networks: (used for the intro)
Pytorch Geometric Temporal:
Diffusion Convolutional Recurrent Neural Network:
MST-GNN:

▬▬ Used Vector Graphics ▬▬▬▬▬▬▬
All icons and vector graphics used are from www.flaticon.com by these creators:
– Moon, Sensor, Traffic signs: freepik
– Cars: Konkapp, vectorsmarket15, DinosoftLabs, Vectors Market
– City: smallikeart
The road vector graphics are from:

▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬
Music from Uppbeat (free for Creators!):

License code: ONW3ZGTQBAPMEEFQ

▬▬ Used Videos ▬▬▬▬▬▬▬▬▬▬
Pexels:
– Bhargava Marripati
– Vitaly Vlasov
– Tom Fisk
– Pressmaster
– Tima Miroshnichenko

▬▬ Used Images ▬▬▬▬▬▬▬▬▬▬
DCRNN:
Transfer GNN for Pandemic forecasting:
Mediapipe:
Solar Power:

▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬
00:00 Introduction
00:53 Temporal Graphs
02:25 Applications
03:30 Traffic Forecasting Example
08:01 Temporal GNNs
11:11 Variants/Papers
12:40 Dynamic Graphs
14:00 Outro

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