Features
Static Attributes¶
Shove vectorized static attributees to model latent between features, constructing a numeric representation:
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.
Bined Locations
- Use longitude + latitude
Gmap popularity score
- Monthly visits
- Temporal, does not construct data lekage
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
.