Prediction quality values
The "quality" value refers to the degree a user will like an item. The LikeMinds server presents predictions in decreasing order of quality.
Recommendation quality is calculated using this equation:
quality = confidencempowx (pred rating —mean pred rating) + K x confidencepow
where:
- confidence is the confidence value for the recommended item.
- pred rating is the predicted rating for the item.
- mean pred rating is the mean recommended rating for all items for the user.
To specify mpow, set
db.applic.param.BestBets.MultPower
:
db.applic.param.BestBets.MultPower = 0.5
To specify K, set
db.applic.param.BestBests.Coefficient
:
db.applic.param.BestBets.Coefficient = 0
To specify pow, set
db.applic.param.BestBets.Power
:
db.applic.param.BestBets.Power = 1.0
Note: You can use these parameters for all of the Recommendation engines
except for the Item Affinity Engine.