[Recommender System] Deep Factorization Machine
2025.06.01 - [Data & Research] - [Recommender System] Table of Contents
바로 이전 포스팅에서 Wide & Deep 구조를 소개한 바 있습니다. 이번에는 뭔가 유사한 것도 같은 Deep Factorization machine인데요, Memorization과 Generalization을 결합한다는 관점에서는 유사하지만 구체적인 구조는 약간 다릅니다. 기본적으로 Deep Factorization machine은 "wide"부분과 "deep"부분이 embedding을 공유하는 End-to-End 아키텍처입니다.
https://arxiv.org/abs/1703.04247
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
Learning sophisticated feature interactions behind user behaviors is critical in maximizing CTR for recommender systems. Despite great progress, existing methods seem to have a strong bias towards low- or high-order interactions, or require expertise featu
arxiv.org
https://github.com/chenxijun1029/DeepFM_with_PyTorch
GitHub - chenxijun1029/DeepFM_with_PyTorch: A PyTorch implementation of DeepFM for CTR prediction problem.
A PyTorch implementation of DeepFM for CTR prediction problem. - chenxijun1029/DeepFM_with_PyTorch
github.com