【报告】个性化推荐

场景

  • 个性化新闻排序
  • 广告
  • 对话式推荐 (Coversational Recommendation)

User Model

User Big Data -> User Representation

Explicit vs Implict

App - User Model

Query log user modeling

用搜索日志作为用户数据

method: hierarchical lstm

Personality Inference

社交网络信息作为用户数据

App - Recommendation System

Benefits

  • Learning latent representations

  • Learning feature interactions