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
Bayesian nonparametric inference for “species-sampling” problems.
Cecilia Balocchi, Stefano Favaro, Zacharie Naulet
Statistical science (upcoming), 2024
VCBART: Bayesian trees for varying coefficients
Sameer K. Deshpande, Ray Bai, Cecilia Balocchi, Jennifer E. Starling, Jordan Weiss
Bayesian analysis (upcoming), 2024 Feb 13
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
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
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