Papers and preprint
Bayesian nonparametric inference for “species-sampling” problems.
Cecilia Balocchi, Stefano Favaro, Zacharie Naulet
arXiv: Statistical Theory, 2022
A Bayesian Nonparametric Approach to Species Sampling Problems with Ordering
Cecilia Balocchi, Federico Camerlenghi, Stefano Favaro
arXiv: Methodology, 2022
Clustering Areal Units at Multiple Levels of Resolution to Model Crime Incidence in Philadelphia.
Cecilia Balocchi, Ed I. George, Shane T. Jensen
arXiv: Methodology, 2021
A Bayesian Hierarchical Modeling Framework for Geospatial Analysis of Adverse Pregnancy Outcomes
Cecilia Balocchi, Ray Bai, Jessica Liu, Silvia P. Canelón, Edward I. George, Yong Chen, Mary R. Boland
arXiv: Applications, 2021 Apr 11
VCBART: Bayesian trees for varying coefficients
Sameer K. Deshpande, Ray Bai, Cecilia Balocchi, Jennifer E. Starling, Jordan Weiss
arXiv: Methodology, 2020 Feb 13
Spatial modeling of trends in crime over time in Philadelphia
Cecilia Balocchi, Shane T. Jensen
The Annals of Applied Statistics, vol. 13(4), 2019 Nov 1, pp. 2235-2259
Crime in Philadelphia: Bayesian Clustering with Particle Optimization
Cecilia Balocchi, Sameer K. Deshpande, Edward I. George, Shane T. Jensen
arXiv: Applications, 2019 Oct 30
Conference papers
Mary Regina Boland, Jessica Liu, Cecilia Balocchi, Jessica Meeker, Ray Bai, Ian Mellis, Danielle L Mowery, Daniel Herman
American Medical Informatics Association Annual Symposium, vol. 2021, 2021 1, pp. 545-554
Work in progress
Development, validation and use of imputed data in precision medicine.
Cecilia Balocchi, Massimiliano Russo, Stefano Favaro, Steffen Ventz, Lorenzo Trippa
Dissertation
Bayesian Nonparametric Analysis of Spatial Variation with Discontinuities
Cecilia Balocchi
University of Pennsylvania, 2020