Study

Basic Recommendation Models

• CF(Collaborative Filtering) Model
• MF(Matrix Factorization) Model
  • PMF(Probabilistic Matrix Factorization) Model
• CB(Content-Based) Model

Music Recommendation System

• Pandora - Music Genome Project
• Spotify - Music Recommendation System with CNN

---

Projects

• PMF Model with Book-Crossing Dataset
• Predicting Online Shopping Behavior from Clickstream Data
• Melon Music Continuation(2020.06~)

---

Paper Reviews

Survey

• Deep Learning Based Recommender System: A Survey and New Perspectives(2019)

Clickstream Data in E-commerce

• Predicting Online Shopping Behavior from Clickstream Data Using Deep Learning(2020)
• Real-time Prediction of Online Shoppers’ Purchase Intention Using MLP and LSTM RNN(2019)

Wide & Deep Model

• Wide & Deep Learning for Recommender Systems(2016)

Embedding based

• Embedding-based news recommendation for millions of users(2017)

Deep Learning Based

• Deep Neural Networks for YouTube Recommendations(2016)

Automatic Music Continuation(Music Recommendation)

• MMCF: Multimodal Collaborative Filtering for Automatic Playlist Continuation
• Two-stage Model for Automatic Playlist Continuation at Scale
• Artist-driven layering and user’s behaviour impact on recommendations in a playlist continuation scenario
• Efficient Similarity Based Methods For The Playlist Continuation Task
• Social Tags and Emotions as main Features for the Next Song To Play in Automatic Playlist Continuation
• A Hybrid Recommender System for Improving Automatic Playlist Continuation
• Consistency-Aware Recommendation for User-Generated Item List Continuation

---

Archive

1. Deep Learning Based Recommender System: A Survey and New Perspectives - 2019
   • literature review of the advances of deep learning-based recommender system.
2. Wide & Deep Learning for Recommender Systems - 2016
   • App recommender system for Google Play with a wide and deep model
3. Embedding-based news recommendation for millions of users - 2017
   • RNN-based news recommender system for Yahoo! News
4. Deep Neural Networks for YouTube Recommendations - 2016
   • deep neural network-based recommendation algorithm for video recommendation on YouTube