Publications
A flexible parametric approach to synthetic patients generation using health data
Cipriani Marta, Di Rocco Lorenzo, Puopolo Maria, Alfò Marco
Statistical Methods & Applications, Vol. 34(4), pp. 639-662
Enhancing reproducibility and data accessibility is essential to scientific research. However, ensuring data privacy while achieving these goals is challenging, especially in the medical field, where ...
A scalable distributed pipeline for reference-free variants calling
Di Rocco Lorenzo, Ferraro Petrillo Umberto
BMC Genomics, Vol. 26(Suppl 1), pp.
Efficient and Scalable Alignment-Free Distributed Genotyping of SNPs and Short Indels
Di Rocco Lorenzo, Ferraro Petrillo Umberto
IEEE Transactions on Computational Biology and Bioinformatics, Vol. , pp. 1-12
Multi‐Study Factor Regression Model: An Application in Nutritional Epidemiology
De Vito Roberta, Avalos-Pacheco Alejandra
Statistics in Medicine, Vol. 44(10-12), pp.
Fast variational inference for Bayesian factor analysis in single and multi-study settings
Hansen Blake, Avalos-Pacheco Alejandra, Russo Massimiliano, De Vito Roberta
Journal of Computational and Graphical Statistics, Vol. 34(1), pp. 96–108
A distributed approach for persistent homology computation on a large scale
Ceccaroni Riccardo, Di Rocco Lorenzo, Ferraro Petrillo Umberto, Brutti Pierpaolo
Journal of Supercomputing, Vol. 80(17), pp. 25510 – 25532
Bayesian combinatorial MultiStudy factor analysis
Grabski Isabella, De Vito Roberta, Trippa Lorenzo, Parmigiani Giovanni
The Annals of Applied Statistics, Vol. 17(3), pp. 2212
Gaussian graphical models with applications to omics analyses
Shutta Katherine, De Vito Roberta, Scholtens Denise, Balasubramanian Raji
Statistics in Medicine, Vol. 41(25), pp. 5150–5187
Bayesian multistudy factor analysis for high-throughput biological data
De Vito Roberta, Bellio Ruggero, Trippa Lorenzo, Parmigiani Giovanni
The Annals of Applied Statistics, Vol. 15(4), pp. 1723–1741
Multi-study factor analysis
De Vito Roberta, Bellio Ruggero, Trippa Lorenzo, Parmigiani Giovanni
Biometrics, Vol. 75(1), pp. 337–346
GPCR-specific autoantibody signatures are associated with physiological and pathological immune homeostasis
Cabral-Marques Otavio, Marques Antonio, Giil Larry, De Vito Roberta, others
Nature Communications, Vol. 9(1), pp. 5224