Fraud Detection with Graph Neural Networks

Описание: ▬▬ Papers ▬▬▬▬▬▬▬▬▬▬▬▬▬
GNN Survey: https://arxiv.org/pdf/2106.07178.pdf
DOMINANT: https://epubs.siam.org/doi/abs/10.113...
StrGNN: https://arxiv.org/pdf/2005.07427.pdf
xFraud: https://arxiv.org/pdf/2011.12193.pdf
Github Paper List: https://github.com/safe-graph/graph-f...

▬▬ Referenced Videos ▬▬▬▬▬▬▬▬
Spatio-Temporal GNNs:    • Friendly Introduction to Temporal Graph Ne...  
Explainable AI on Graphs:    • How to explain Graph Neural Networks (with...  
Graph Transformer:    • GNN Project #3.2 - Graph Transformer  

▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬
Music from Uppbeat (free for Creators!):
https://uppbeat.io/t/yeti-music/myste...
License code: JDSIDP1BM8GZGN67

▬▬ Used Icons ▬▬▬▬▬▬▬▬▬▬▬
Alle icons are from https://www.flaticon.com/
by the producers Freepik, Smashicons, Becris, Eucalyp, surang, Flat Icons.

▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬
00:00 Introduction
00:30 Typical Frauds in Networks
01:18 Survey on graph-based fraud detection
01:31 Traditional approaches vs GNN approaches
02:57 Camouflaged frauds
04:02 Building a fraud detection GNN
06:25 Fraud detection GNN papers
10:54 Please vote for next video

▬▬ Support me if you like 🌟
►Link to this channel: https://bit.ly/3zEqL1W
►Support me on Patreon: https://bit.ly/2Wed242
►Buy me a coffee on Ko-Fi: https://bit.ly/3kJYEdl
►E-Mail: [email protected]

▬▬ My equipment 💻
Microphone: https://amzn.to/3DVqB8H
Microphone mount: https://amzn.to/3BWUcOJ
Monitors: https://amzn.to/3G2Jjgr
Monitor mount: https://amzn.to/3AWGIAY
Height-adjustable table: https://amzn.to/3aUysXC
Ergonomic chair: https://amzn.to/3phQg7r
PC case: https://amzn.to/3jdlI2Y
GPU: https://amzn.to/3AWyzwy
Keyboard: https://amzn.to/2XskWHP
Bluelight filter glasses: https://amzn.to/3pj0fK2