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Features

Static Attributes

Shove vectorized static attributees to model latent between features, constructing a numeric representation:

  1. Category
    • Bining first (if we do all combination, data is sparse)
    • Count (i.e. 4 categories and see how many does id satisfied)
    • Number of categories having.
  2. Bined Locations
    • Use longitude + latitude
  3. Gmap popularity score
    • Monthly visits
    • Temporal, does not construct data lekage
  4. Hours
    • Open or not? + total opening times
    • Time interval of when it is open
    • Does it open during weekend
    • Total time

Dynamic Attributes

We want to model the interaction across time, building a latent representation (it is a feature) with interactions in Gmap ID, Reviewer ID, and Rating.