Recommendations as Treatments¶
Schnabel, T., Swaminathan, A., Singh, A., Chandak, N., & Joachims, T. (2016). Recommendations as Treatments: Debiasing Learning and Evaluation. Proceedings of the 33rd International Conference on Machine Learning, 48, 1670-1679.
Cited by¶
1 citation across 1 artifact.
Each citation links to the sentence it supports in the citing article.
Mechanisms¶
- Complement Sensitivity Checklist
- Are we treating non-membership as the opposite property? Yes — the model implicitly reads "did not click" as "not interested," when for the unseen-item group it only means "not shown."
This sourceShows that recommender data can confuse “not clicked” with “not interested” even though an unseen item was merely not shown.
- Are we treating non-membership as the opposite property? Yes — the model implicitly reads "did not click" as "not interested," when for the unseen-item group it only means "not shown."
Verification¶
Does it exist? Not checked yet. This entry carries no identifier to resolve. It was extracted from the citation as written in the article, normalized, and deduplicated against the rest of the registry.
Does it back the claim? Not recorded. The single citation of this work carries no recorded support check.
Support is checked per citation rather than per work — the same source can be cited soundly in one article and wrongly in another. Per-citation recording began recently, so a citation with no recorded check is a gap in the record rather than evidence it went unchecked.
See how references were verified.
Registry ID ref:a714be80b14b · see in the full table