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Towards Glass-Box Recommenders:Intelligible Recommendation ofHappy Activities
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Vincius Zambaldi
Towards Glass-Box Recommenders: Intelligible Recommendation of
Happy Activities
MotivaoBLACK BOX society
~ 1M ANSWERS~ 20k USERS
ACTIVITIES
CONTEXTS
Quantify Happiness
H = S + C + VH = S + C + VV = H - SV = H - avg[hi]
11M checkins42k venues
1.2M photosGEOtAG
METADATA
Bayesian rule lists
user based collaborative filtering
clustering
cold start
saturday, do_chat, afternoon 0.76 (0.67,0.84)friday, do_booze, do_chat, evening 0.87 (0.77,0.94)saturday, with_friend, do_chat 0.91 (0.81,0.97)tuesday, with_friend, evening 0.87 (0.78,0.94)do_COFFEE, with_partner', evening 0.80 (0.65,0.91)sunday, with_friend, afternoon 0.81 (0.70,0.89)wednesday, evening, do_travel 0.34 (0.25,0.43)
DATASET RFLICKR ONLY 0.13FOURSQUARE ONLY 0.25BOTH 0.33
2
- Recursive feature elimination- lasso
Final variables: fsq: # checkins, # users, # placesflickr: # views, # comts
Area happiness predition from OSN
THANKS!QUESTIONS ?