7 citations · 16 across the 6 of their papers we have counts for
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stat.ME2022★ 2 cited
Data-driven Automated Negative Control Estimation (DANCE): Search for, Validation of, and Causal Inference with Negative Controls
Erich Kummerfeld, Jaewon Lim, Xu Shi
Negative control variables are increasingly used to adjust for unmeasured confounding bias in causal inference using observational data. They are typically identified by subject ma…
cs.LG2022★ 7 cited
Investigating the effect of binning on causal discovery
Andrew Colt Deckert, Erich Kummerfeld
Binning (a.k.a. discretization) of numerically continuous measurements is a wide-spread but controversial practice in data collection, analysis, and presentation. The consequences…