Alessandro Zito

Welcome to my website!

I am a postdoctoral researcher in Biostatistics at Harvard T.H. Chan School of Public Health, under the supervision of Dr. Jeff Miller. I obtained my Ph.D. in Statistical Science at Duke University, in North Carolina. Prior to living in the United States in 2019, I studied Economics at Bocconi University, in Milan, Italy.

I am strongly motivated by application, which serves as a base for developing new statistical methodologies. At Duke, I worked under the supervision of Professor David Dunson within Project LIFEPLAN, an international research group whose aim is to quantify biodiversity across the globe. My current line of work includes Bayesian nonparametric models and factor models, with a strong emphasis on cancer applications and mutational signatures.

Articles in refereed journals

[1] Zito, A., Rigon, T. and Dunson, D. B. (2023). Inferring taxonomic placement from DNA barcoding aiding in discovery of new taxa. Methods in Ecology and Evolution., 14, 529– 542. [DOI][ArXiv][[Code]][R package]
[2] Zito, A., Rigon, T. Ovaskainen, O. and Dunson, D. B. (2023). Bayesian modeling of sequential discoveries. Journal of the American Statistical Association (T&M), 118:544, 2521-2532 [DOI][Manuscript][R package].

Preprints

[1] Zito, A. and Miller, J. W. (2024+). Compressive Bayesian non-negative matrix factorization for mutational signature analysis. Submitted. [ArXiv][GitHub]
[2] Lee, C. J., Zito, A., Sang, H., and Dunson, D. B. (2024+). Logistic-Beta Processes for Modeling Dependent Random Probabilities with Beta Marginals. Submitted. [ArXiv][GitHub]
[3] Zito, A., Rigon, T. and Dunson, D. B. (2023+). Bayesian nonparametric modeling of latent partitions via Stirling-gamma priors. Submitted. [ArXiv][R Package]
[4] Richardson L., Zito, A., Greaves D. and Soriano, J. (2023+). Pareto Optimal Proxy Metrics. Submitted. [ArXiv]

Refereed conference proceedings

[1] Zito, A., Rigon, T. and Dunson, D. B. (2021). Modelling of accumulation curves through Weibull survival functions. In Book of Short Papers of the Italian Statistical Society 2021 (Perna, C., Salvati, N. and Schirripa Spagnolo, F., editors). ISBN: 9788891927361. [Link - Part 1] [Link - Part 2].

R packages

ConjugateDP

Random number generator for the Stirling-gamma distribution. [GitHub]

BayesANT

Bayesian Nonparametric taxonomic classifier. [GitHub][Tutorial]

BNPvegan

Bayesian nonparametric methods for ecology. [GitHub][Tutorial]


Awards

Academic awards Travel awards
  • ISBA travel award ($300) for ISBA 2022 world meeting, Montreal, Canada (06/2022)