fidelity / mab2rec

[AAAI 2024] Mab2Rec: Multi-Armed Bandits Recommender

Home Page:https://fidelity.github.io/mab2rec/

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Small Dataset issue

Sankalp96 opened this issue · comments

Which agent would be the best to use if i've a dataset of around 3000 unique user_id with 27 items? Tried with LinGreedy, LinUCB not able to get scores of all users with them. It's return NaN in scores.

Hey @Sankalp96!
Those algorithms can definitely be applied to smaller datasets assuming you have sufficient responses and the context/features for each user is simple.

How many responses do you have per item on average?

Please also make sure that you don't have any missing values / non-numerics in context data.