Research

My research interests include high-dimensional variable selection and nonparametric statistics.

Publications and Manuscripts

W. Ji*, L. Lei*, and A. Spector*. Model-Agnostic Covariate-Assisted Inference on Partially Identified Causal Effects. 2023. [arXiv] [python]

A. Spector and W. Fithian. Asymptotically optimal knockoff statistics via the masked likelihood ratio. 2022. [arXiv] [python] [replication]

A. Spector and L. Janson. Controlled Discovery and Localization of Signals via Bayesian Linear Programming. 2022. [arXiv] [python] [R] [replication]

A. Spector and L. Janson. Powerful Knockoffs via Minimizing Reconstructability. Annals of Statistics, 50(1):252-276, 2022. [arXiv] [journal] [python] [replication]

*author order determined alphabetically.

Discussion Paper Comments

A. Spector, E. Candès, and L. Lei. A discussion of “A note on universal inference” by Tse and Davison. Stat, 2023. [journal]