# RECOMMENDATION SYSTEM 1. Non reciprocal 2. Reciprocal ## Non reciprocal Books, Movies, Musics Known Algorithm 1. Content based filtering 2. Collaborative filtering & Matrix factorization 3. NN ???? ### Content based filtering ![](https://i.imgur.com/jpU97i8.png) 問題 1. Hand engineered feature 2. make recommendations based on existing interests ### Collaborative filtering ![](https://i.imgur.com/GG0suMC.jpg) ### Matrix factorization ![](https://i.imgur.com/2IEGD1M.png) ![](https://i.imgur.com/8uladno.png) 問題 1. Cannot handle fresh items 2. Hard to include side features for query/item using SVD or NN https://www.researchgate.net/publication/221140972_RECON_A_reciprocal_recommender_for_online_dating https://github.com/asinghvi92/Dating-Recommendation-System https://arxiv.org/pdf/2011.12586.pdf https://arxiv.org/pdf/1501.06247.pdf https://arxiv.org/pdf/1807.01227.pdf