4 papers
Fast Penalized Generalized Estimating Equations for Large Longitudinal Functional Datasets
Gabriel Loewinger, Alex W. Levis, Erjia Cui +1
Longitudinal binary or count functional data are common in neuroscience, but are often too large to analyze with existing functional regression methods. We propose one-step penaliz…
Targeted Data Fusion for Region-Specific Survival Effects in the AMP HIV Prevention Trials
Yi Liu, Alexander W. Levis, Ke Zhu +3
The Antibody Mediated Prevention (AMP) trials opened a new scientific frontier by showing that passively administered monoclonal broadly neutralizing antibodies (bnAbs) could preve…
Multi-Source Conformal Inference Under Distribution Shift
Yi Liu, Alexander W. Levis, Sharon-Lise Normand +1
Recent years have experienced increasing utilization of complex machine learning models across multiple sources of data to inform more generalizable decision-making. However, distr…
Nonparametric causal inference for optogenetics: sequential excursion effects for dynamic regimes
Gabriel Loewinger, Alexander W. Levis, Francisco Pereira
Optogenetics is a powerful neuroscience technique for studying how neural circuit manipulation affects behavior. Standard analysis conventions discard information and severely limi…