Recommendations as Treatments: Debiasing Learning and Evaluation

17 February 2016

Papers citing "Recommendations as Treatments: Debiasing Learning and Evaluation"

8 / 108 papers shown

Title
Causal Inference with Noisy and Missing Covariates via Matrix Factorization Nathan Kallus Xiaojie Mao Madeleine Udell CML 14 62 0 03 Jun 2018
Counterfactual Mean Embeddings Krikamol Muandet Motonobu Kanagawa Sorawit Saengkyongam S. Marukatat CML OffRL 29 39 0 22 May 2018
Active Learning with Logged Data Songbai Yan Kamalika Chaudhuri T. Javidi 40 27 0 25 Feb 2018
Prophit: Causal inverse classification for multiple continuously valued treatment policies Michael T. Lash Qihang Lin W. Street CML 13 3 0 14 Feb 2018
How Algorithmic Confounding in Recommendation Systems Increases Homogeneity and Decreases Utility A. Chaney Brandon M Stewart Barbara E. Engelhardt CML 169 314 0 30 Oct 2017
Human Interaction with Recommendation Systems S. Schmit C. Riquelme 21 51 0 01 Mar 2017
Unbiased Learning-to-Rank with Biased Feedback Thorsten Joachims Adith Swaminathan Tobias Schnabel CML 17 538 0 16 Aug 2016
Unbiased Comparative Evaluation of Ranking Functions Tobias Schnabel Adith Swaminathan P. Frazier Thorsten Joachims 16 27 0 25 Apr 2016