Research

Preprints

2024 Causal-DRF: Conditional Kernel Treatment Effect Estimation using Distributional Random Forest. Jeffrey Näf and Herbert Susmann. arXiv preprint arXiv:2411.08778.
2024 Longitudinal Generalizations of the Average Treatment Effect on the Treated for Multi-valued and Continuous Treatments. Herbert Susmann, Nicholas T. Williams, Kara E. Rudolph, and Iván Díaz. arXiv preprint arXiv:2405.06135.
2024 Doubly Robust Nonparametric Efficient Estimation for Provider Evaluation. Herbert Susmann, Yiting Li, Mara A. McAdams-DeMarco, Iván Díaz, and Wenbo Wu. arXiv preprint arXiv:2410.19073.
2024 Flexibly Modeling Shocks to Demographic and Health Indicators with Bayesian Shrinkage Priors. Herbert Susmann and Leontine Alkema. arXiv preprint arXiv:2410.09217.
2024 Bayesian Projection of Refugee and Asylum Seeker Populations. Herbert Susmann and Adrian Raftery. arXiv preprint arXiv:2405.06857.
2023 Quantile Super Learning for independent and online settings with application to solar power forecasting. Herbert Susmann and Antoine Chambaz. arXiv preprint arXiv:2310.19343.
2023 A Bayesian analysis of current duration data with reporting issues: an application to estimating the distribution of time-between-sex from time-since-last-sex data as collected in cross-sectional surveys in low- and middle-income countries. Chi Hyun Lee, Herbert Susmann, and Leontine Alkema. arXiv preprint arXiv:2302.00951.
2023 Inference in Marginal Structural Models by Automatic Targeted Bayesian and Minimum Loss-Based Estimation. Herbert Susmann and Antoine Chambaz. arXiv preprint arXiv:2301.10630.
2023 Flexible Modeling of Demographic Transition Processes with a Bayesian Hierarchical Penalized B-splines Model. Herbert Susmann and Leontine Alkema. arXiv preprint arXiv:2301.09694.

Peer-Reviewed Articles

2024 Probabilistic Prediction of Arrivals and Hospitalizations in Emergency Departments in Île-de-France. Herbert Susmann, Antoine Chambaz, Julie Josse, Mathias Wargon, Philippe Aegerter and Emmanuel Bacry. International Journal of Medical Informatics.
2024 AdaptiveConformal: An R Package for Adaptive Conformal Inference. Herbert Susmann, Antoine Chambaz, and Julie Josse. COMPUTO. [arXiv]
2023 New Measures for Family Planning and Exposure to Risk of Pregnancy Based on Sexual Activity and Contraceptive Use Data. Chi Hyun Lee, Herbert Susmann, and Leontine Alkema. Studies in Family Planning.
2022 Temporal models for demographic and global health outcomes in multiple populations: Introducing a new framework to review and standardize documentation of model assumptions and facilitate model comparison. Herbert Susmann, Monica Alexander, and Leontine Alkema. International Statistical Review. [ArXiv]
2021 Outcomes from Returning Individual versus Only Study-Wide Biomonitoring Results in an Environmental Exposure Study Using the Digital Exposure Report-Back Interface (DERBI). Julia Green Brody, Piera Cirillo, Katherine Boronow, Laurie Havas, Marj Plumb, Herbert Susmann, Krzysztof Gajos, Barbara Cohn. Environmental Health Perspectives.
2020 Consumer behavior and exposure to parabens, bisphenols, triclosan, dichlorophenols, and benzophenone-3: Results from a crowdsourced biomonitoring study. Robin Dodson, Katherine Boronow, Herbert Susmann, Julia Udesky, Kathryn Rodgers, David Weller, Million Woudneh, Julia Green Brody, and Ruthann Rudel. International Journal of Hygiene and Environmental Health.
2019 Dietary habits related to food packaging and population exposure to PFASs. Herbert Susmann, Laurel Schaider, Kathryn Rodgers, and Ruthann Rudel. Environmental Health Perspectives. Erratum
2017 DERBI: a digital method to help researchers offer "right-to-know" personal exposure results. Katherine Boronow, Herbert Susmann, Krzysztof Gajos, Ruthann Rudel, Kenneth Arnold, Phil Brown, Rachel Morello-Frosch, Laurie Havas, and Julia Green Brody. Environmental Health Perspectives.
2013 rlme: An R package for rank-based estimation and prediction in random effects nested models. Yusuf Bilgic and Herbert Susmann. The R Journal.

Conferences

Selected Presentations

2024 Targeted Bayesian Learning for Causal Inference: The Best of Both Worlds? Herbert Susmann. In the invited session Novel and Flexible Bayesian Approaches for Causal Inference in Complex Settings, ISBA 2024, Venice, Italy. [slides]
2022 Flexible Modeling of Transition Processes via Bayesian Spline Rate Models. Herbert Susmann and Leontine Alkema. European Demography Conference 2022. [slides]
2022 Un Estimateur Ciblé Général pour les Modèles Structurels Marginaux [General Targeted Estimation for Marginal Structural Models]. Herbert Susmann and Antoine Chambaz. 9ème Rencontres des Jeunes Statisticien.ne.s 2022.
2021 Estimation Bayésienne Ciblée de Modèles Structurels Marginaux [Bayesian Targeted Estimation of Marginal Structural Models]. Herbert Susmann and Antoine Chambaz. Forum des Jeunes Mathématicien.ne.s 2021.
2021 Estimating Demographic and Global Health Indicators for Multiple Countries and Periods in the Context of Missing Data and Data Quality Issues: Introducing a Class of Temporal Models for Multiple Populations to Facilitate Model Comparison. Herbert Susmann, Monica Alexander, Leontine Alkema. Population Association of America (PAA) Annual Meeting 2021. [slides]
2019 Point-Process Analysis of Modern Contraceptive Use in the Lake Victoria Region of East Africa. Herbert Susmann, Krzysztof Sakrejda, Chuchu Wei, Leontine Alkema. Population Association of America Annual Meeting 2019.
2017 Increasing Access to Environmental Health Knowledge Through Smartphone Results Reports. Kathryn Boronow, Herbert Susmann, Piera Cirillo, Nickilou Krigbaum, Laurie Havas, Barbara Cohn, Julia Green Brody. Breast Cancer and the Environment Research Program 12th Annual Meeting 2017.
2017 DERBI: A digital framework for personalizing exposure reports at the individual and community levels. Julia Green Brody, Herbert Susmann, Kathryn Boronow, Jennie Ohayon. International Society of Exposure Scientists (ISES) Annual Meeting 2017.
2017 Fluorinated compounds are common in U.S. fast food packaging and potentially contribute to population-wide PFAS exposure. Laurel Schaider, Simona Balan, Arlene Blum, Herbert Susmann, David Andrews, Mark Stryar, Ruthann Rudel, Robin Dodson, Graham Peaslee. International Society of Exposure Scientists (ISES) Annual Meeting 2017.
2015 DERBI, a New Digital Reporting Tool, Helps Study Participants and Researchers See Insights about Personal Exposure. JG Brody, HP Susmann, Ruthann Rudel, Kenneth Arnold, Serena Ryan, Krzysztof Gajos. International Society of Exposure Scientists (ISES) Annual Meeting 2015.
2014 Computational Techniques for the Analysis of Big Data in R: A Case Study of the rlme Package. Herbert Susmann, Yusuf Bilgic. UP-Stat 2014.

Invited Talks

2024 Bayesian Modeling of Refugee Crises for Population Projections. Working Group on Applied, Bayesian and Computational Statistics, University of Washington.
2022 Un Estimateur Ciblé Général pour les Modèles Structurels Marginaux [A General Targeted Estimator for Marginal Structural Models]. Séminaire de Statistiques, MAP5, Université de Paris.