On the Convergent Validity of Offline Evaluation Designs for Recommender Systems

Sushobhan Parajuli, Samira Vaez Barenji, Michael D. Ekstrand

Offline evaluation on historical interaction logs is the most common evaluation methodology for recommender systems. However, such evaluations depend on sparse, incomplete, or bias…