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On Sampled Metrics for Item Recommendation

Title Venue Year Code
On Sampled Metrics for Item Recommendation KDD '20 -

On exact metrics vs On Sampled metrics

3 model on exact metrics

3 model on smaple metrics

The relative ordering of A, B, C is not preserved, except for AUC.

sample num effect

Conclusions drawn from a subsample are ${\color{red}\text{not consistent}}$ with the true performance of the recommender