9. Recommenders Systems - Benefits
Better user experience – Personalized Experience
Increase sales
10. Recommender System – Content-based
Content-based filtering
What the user liked in past
Offer similar item
e.g. : An user as preference for sci-fi movies
11. Recommenders Systems – Collaborative Filtering
Patterns
Users with similar behaviours
More likely to do and to like the same stuff
12. Risks and dangers – Misuse
Who might use it tomorrow?
19th century, Netherlands organized census
Provide religion
Give a proper burial
1939…
13. Risks and dangers : Filter bubble
Isolate the user
Cultural
Ideology
Taste
Limit the discovery of new ideas, subjects,…
Disconnect your community from others