Papers and preprint
A Bayesian Nonparametric Approach to Species Sampling Problems with Ordering
Cecilia Balocchi, Federico Camerlenghi, Stefano Favaro
Bayesian Analysis, vol. 1, International Society for Bayesian Analysis, 2024, pp. 1--26
Crime in Philadelphia: Bayesian Clustering with Particle Optimization
Cecilia Balocchi, Sameer K. Deshpande, Edward I. George, Shane T. Jensen
Journal of the American Statistical Association, 2023 Oct 30
Bayesian nonparametric inference for “species-sampling” problems.
Cecilia Balocchi, Stefano Favaro, Zacharie Naulet
arXiv: Statistical Theory, 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
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
Dissertation
Bayesian Nonparametric Analysis of Spatial Variation with Discontinuities
Cecilia Balocchi
University of Pennsylvania, 2020