most citedNonparametric causal inference for optogenetics: sequential excursion effects for dynamic regimes

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stat.ME2025

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…

stat.ME2024★ 1 cited

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…