Fraud Detection with Graph Neural Networks

▬▬ Papers ▬▬▬▬▬▬▬▬▬▬▬▬▬ GNN Survey: https://arxiv.org/pdf/2106.07178.pdf DOMINANT: https://epubs.siam.org/doi/abs/10.1137/1.9781611975673.67 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-fraud-detection-papers ▬▬ Referenced Videos ▬▬▬▬▬▬▬▬ Spatio-Temporal GNNs: https://youtu.be/WEWq93tioC4 Explainable AI on Graphs: https://youtu.be/NvDM2j8Jgvk Graph Transformer: https://youtu.be/m4Vma8Nkj70 ▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬ Music from Uppbeat (free for Creators!): https://uppbeat.io/t/yeti-music/mystery-theater 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