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Most recommendation engines today are based on predicting user engagement, e.g.
Validity
Samuel Messick · 1987
Earlier work this paper cites.
Measurement theory and practice: The world through quantification
David J Hand · 2004
Earlier work this paper cites.
Modern epidemiology , volume 3
Kenneth J Rothman, Sander Greenland, and Timothy L Lash · 2008
Earlier work this paper cites.
Measurement
Simon Jackman · 2009
Earlier work this paper cites.
Causality
Judea Pearl · 2009
Earlier work this paper cites.
On measurement bias in causal inference
Judea Pearl · 2010
Cited alongside, same era.
Learning topic models–going beyond svd
Sanjeev Arora, Rong Ge, and Ankur Moitra · 2012
Cited alongside, same era.
A practical algorithm for topic modeling with provable guarantees
Sanjeev Arora, Rong Ge, Yonatan Halpern, David Mimno, Ankur Moitra, David Sontag, Yichen Wu, and Michael Zhu · 2013
Cited alongside, same era.
Standards for educational and psychological testing
American Educational Research Association, American Psychological Association, National Council on Measurement in Education, Joint Committee on Standards for Educational and Psychological Testing · 2014
Cited alongside, same era.
Measurement bias and effect restoration in causal inference
Manabu Kuroki and Judea Pearl · 2014
Cited alongside, same era.
Electronic medical record phenotyping using the anchor and learn framework
Yoni Halpern, Steven Horng, Youngduck Choi, and David Sontag
Cited in the paper.
Clinical tagging with joint probabilistic models
Yoni Halpern, Steven Horng, and David Sontag
Cited in the paper.
Behaviorism is not enough: better recommendations through listening to users
Michael D Ekstrand and Martijn C Willemsen · 2016
Later among the works it cites.
Contemporary test validity in theory and practice: A primer for discipline-based education researchers
Todd D Reeves and Gili Marbach-Ad · 2016
Later among the works it cites.
Leveraging post-click feedback for content recommendations
Hongyi Wen, Longqi Yang, and Deborah Estrin · 2019
Later among the works it cites.
Abigail Z Jacobs and Hanna Wallach · 2019
Later among the works it cites.
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