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Project Prometheus/Collaborative Filtering

‹จ€ ณธฒฉ ธ CFกœ €Š” ฒƒณด‹ค •„งˆกด˜ "Customers who bought this book also bought"‹œกœ € ” „‹จํ•œ ฒƒ„ ํ•˜Š” ฒƒด ข‹„ “ ํ•˜‹ค. ดฒƒ€ ญ Clusteringด ํ•„š”—†‹ค -- Clusteringด ํšจ ฐœํœ˜ํ•˜ คฉด ƒ‹Ÿ‰˜ ฐดํƒ€(NoSmok:CriticalMass )€ Œ“—ฌ• ํ•˜Š”ฐ, ‰ฌšด ด •„‹ ฒƒด‹ค. ‹คŒ€ JuNeด ƒฐํ•œ „‹จํ•œ •Œณ ฆฌฆ˜. ข…˜ Item-to-Item Correlation Recommendation.
  • userPref is a set of book preferences of a user.
  • For every meaningful action(searching, viewing, writing a review, rating without writing reviews) there is a pref coefficient. (prefCoef)
  • bookPref is a set of book preferences of a book. (similar concept to "also bought")
  • When a user does a specific well-defined action, bookPref is updated as "prefCoef*userPref+bookPref" and resorted. (some books at the end of the list might be eliminated for performance reasons)
  • Any top Ns are shown from the bookPref


Iteration 2 —„œ งŒ“  Prototype & •Œณ ฆฌฆ˜ (ถ”ํ›„ ž‘„ ˜ˆ •)



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