Recommender system

Recommendation using Machine learning algorithms.

Can we incorporate serendipity in the algorithm¹? (more on google scholar page: http://scholar.google.com/scholar?hl=en&q=serendipity+recommendation&btnG=&as_sdt=1%2C15&as_sdtp)

• Recommender systems wiki
• wiki: Collaborative filtering

Topics

• Netflix prize

Books

• Computing Taste

Articles

• http://engineering.foursquare.com/2011/03/22/building-a-recommendation-engine-foursquare-style/
• Recommender systems, Part 1: Introduction to approaches and algorithms
  • Recommender systems, Part 2: Introducing open source engines

References

• Introduction to Recommender Systems Handbook
• Recommender Systems
• Navigability of Recommendation Networks

Temporal

• Time weight collaborative filtering - let’s put more emphasis on recent items.
• Collaborative filtering with temporal dynamics