Scholar
Alexander Franks
Google Scholar ID: GXkVYUAAAAAJ
Department of Statistics and Applied Probability, University of California Santa Barbara
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Citations & Impact
All-time
Citations
1,831
H-index
18
i10-index
24
Publications
20
Co-authors
16
list available
Contact
Email
amfranks@ucsb.edu
CV
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GitHub
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Publications
3 items
Deconfounding Scores and Representation Learning for Causal Effect Estimation with Weak Overlap
2026
Cited
0
A Latent Factor Panel Approach to Spatiotemporal Causal Inference
2025
Cited
0
Partial identification and unmeasured confounding with multiple treatments and multiple outcomes
2023
Cited
0
Resume (English only)
Academic Achievements
Published on sensitivity analysis for untestable assumptions in causal inference in JASA (2019)
Published on sensitivity analysis for missing data problems in PNAS (2020)
Published on causal inference with multiple concurrent treatments in JMLR (2025)
Published on causal inference with multiple outcomes in JASA (2023)
Explored partial identification and sensitivity analysis in the Bayesian paradigm in AISTATS (2022)
Developed methods for large-scale covariance matrix estimation across groups (JMLR, 2019) and as a function of covariates (Biometrics, 2020)
Investigated connections between covariance estimation and undirected graph estimation (JMVA)
Applied statistical methods to transcriptomic and proteomic data in JASA (2014, 2015), PLoS Genetics (2015), and PLOS Computational Biology (2017)
Conducted spatio-temporal analysis of basketball player-tracking data (AOAS, 2015)
Developed methods for assessing reliability of basketball performance metrics (JQAS, 2016)
Co-authored a review on modeling player and team performance in basketball (Annual Review of Statistics and Its Application, 2020)
Co-authors
16 total
Edoardo M Airoldi
Professor of Statistics & Data Science Temple University & PI, Harvard University
Co-author 2
Alexander D'Amour
Research Scientist, Google DeepMind
Avi Feller
UC Berkeley
Co-author 5
Co-author 6
Co-author 7
Andrew C. Miller
Research Scientist, Apple
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