DeepTrax learns embeddings for accounts and merchants in financial transaction graphs via methods inspired by standard graph embedding techniques, reporting strong link prediction performance and utility in fraud detection on internal datasets.
Noise-contrastive estimation of unnormalized statistical models, with applications to natural image statistics,
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DeepTrax: Embedding Graphs of Financial Transactions
DeepTrax learns embeddings for accounts and merchants in financial transaction graphs via methods inspired by standard graph embedding techniques, reporting strong link prediction performance and utility in fraud detection on internal datasets.