基于自编码器的协同过滤推荐算法
参考文献:AutoRec: Autoencoders Meet Collaborative Filtering
基于域适应算法的跨域推荐算法
参考文献:DARec: Deep domain adaptation for cross-domain recommendation via transferring rating patterns
基于联邦学习的推荐算法(矩阵分解)
参考文献:Federated collaborative filtering for privacy-preserving personalized recommendation system
data_process.py和FCF_k_fold.py中的评分矩阵数据分割算法需要掌握。
支持向量机算法实现,数据集为鸢尾花(Iris),实现分类。
CTR点击率预测算法
参考文献:xdeepfm: Combining explicit and implicit feature interactions for recommender systems
FM系列算法仍需掌握下列:
- FM: Factorization machines
- FFM: Field-aware factorization machines for CTR prediction
- DeepFM: DeepFM: a factorization-machine based neural network for CTR prediction