518 citations · 1.3k across the 51 of their papers we have counts for
6 papers · 1 filter
Assumption Lean Regression
Richard A. Berk, Andreas Buja, Lawrence Brown +4
It is well known that models used in conventional regression analysis are commonly misspecified. A standard response is little more than a shrug. Data analysts invoke Box's maxim t…
Multiple testing when many -values are uniformly conservative, with application to testing qualitative interaction in educational interventions
Qingyuan Zhao, Dylan S. Small, Weijie Su
In the evaluation of treatment effects, it is of major policy interest to know if the treatment is beneficial for some and harmful for others, a phenomenon known as qualitative int…
Group SLOPE - adaptive selection of groups of predictors
Damian Brzyski, Alexej Gossmann, Weijie Su +1
Sorted L-One Penalized Estimation (SLOPE) is a relatively new convex optimization procedure which allows for adaptive selection of regressors under sparse high dimensional designs.…
Detecting Multiple Replicating Signals using Adaptive Filtering Procedures
Jingshu Wang, Lin Gui, Weijie J. Su +2
Replicability is a fundamental quality of scientific discoveries: we are interested in those signals that are detectable in different laboratories, study populations, across time e…
Familywise Error Rate Control via Knockoffs
Lucas Janson, Weijie Su
We present a novel method for controlling the -familywise error rate (-FWER) in the linear regression setting using the knockoffs framework first introduced by Barber and Can…
SLOPE - Adaptive variable selection via convex optimization
Małgorzata Bogdan, Ewout van den Berg, Chiara Sabatti +2
We introduce a new estimator for the vector of coefficients in the linear model , where has dimensions with possibly larger than . SLOPE, short f…