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  1. PAK-MAN: Enhancing Parallel Bayesian Optimization of Cloud and HPC Systems via Machine Learning

    Article • January 2026, Springer Science + Business Media

    Alessandra Guglielmi

  2. The multivariate Bernoulli detector: change point estimation in discrete survival analysis

    Article • Biometrics, July 2024, Oxford University Press (OUP)

    Alessandra Guglielmi

  3. Clustering blood donors via mixtures of product partition models with covariates

    Article • Biometrics, January 2024, Oxford University Press (OUP)

    Alessandra Guglielmi

  4. Integrating Bayesian Optimization and Machine Learning for the Optimal Configuration of Cloud Systems

    Article • IEEE Transactions on Cloud Computing, January 2024, Institute of Electrical & Electronics Engineers (IEEE)

    Alessandra Guglielmi

  5. Predicting donations and profiling donors in a blood collection center: a Bayesian approach

    Article • Flexible Services and Manufacturing Journal, November 2023, Springer Science + Business Media

    Alessandra Guglielmi

  6. Childhood obesity in Singapore: A Bayesian nonparametric approach

    Article • Statistical Modelling, September 2023, SAGE Publications

    Alessandra Guglielmi

  7. Bayesian nonparametric mixture modeling for temporal dynamics of gender stereotypes

    Article • The Annals of Applied Statistics, September 2023, Institute of Mathematical Statistics

    Alessandra Guglielmi

  8. Bayesian functional emulation of CO2 emissions on future climate change scenarios

    Article • Environmetrics, July 2023, Wiley

    Alessandra Guglielmi

  9. Gender inequalities at work in Southern Europe

    Article • METRON, April 2023, Springer Science + Business Media

    Alessandra Guglielmi

  10. Bayesian modeling and clustering for spatio-temporal areal data: An application to Italian unemployment

    Article • Spatial Statistics, December 2022, Elsevier

    Alessandra Guglielmi

  11. MALIBOO: When Machine Learning meets Bayesian Optimization

    Article • October 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Alessandra Guglielmi

  12. MCMC Computations for Bayesian Mixture Models Using Repulsive Point Processes

    Article • Journal of Computational and Graphical Statistics, January 2022, Taylor & Francis

    Alessandra Guglielmi

  13. Spatially dependent mixture models via the logistic multivariate CAR prior

    Article • Spatial Statistics, December 2021, Elsevier

    Alessandra Guglielmi

  14. The Semi-Hierarchical Dirichlet Process and Its Application to Clustering Homogeneous Distributions

    Article • Bayesian Analysis, December 2021, Institute of Mathematical Statistics

    Alessandra Guglielmi

  15. Focal electroretinogram and microperimetry testing of photoreceptor‐retinal pigment epithelium function in intermediate age‐related macular degeneration

    Article • Acta Ophthalmologica, June 2021, Wiley

    Alessandra Guglielmi

  16. Clustering Species With Residual Covariance Matrix in Joint Species Distribution Models

    Article • Frontiers in Ecology and Evolution, March 2021, Frontiers

    Alessandra Guglielmi

  17. Bayesian spatio-temporal modelling and prediction of areal demands for ambulance services

    Article • IMA Journal of Management Mathematics, January 2021, Oxford University Press (OUP)

    Alessandra Guglielmi

  18. Determinantal Point Process Mixtures Via Spectral Density Approach

    Article • Bayesian Analysis, March 2020, Institute of Mathematical Statistics

    Alessandra Guglielmi

  19. Autoregressive Bayesian semi-parametric models for gap times between recurrent events

    Article • The International Journal of Biostatistics, November 2019, De Gruyter

    Alessandra Guglielmi

  20. Statistical Methods in Medicine: Application to the Study of Glaucoma Progression

    Article • January 2019, Springer Science + Business Media

    Alessandra Guglielmi

  21. Joint modeling of recurrent events and survival: a Bayesian non-parametric approach

    Article • Biostatistics, July 2018, Oxford University Press (OUP)

    Alessandra Guglielmi

  22. A Bayesian Model for Describing and Predicting the Stochastic Demand of Emergency Calls

    Article • January 2017, Springer Science + Business Media

    Alessandra Guglielmi

  23. A semiparametric Bayesian joint model for multiple mixed-type outcomes: an application to acute myocardial infarction

    Article • Advances in Data Analysis and Classification, September 2016, Springer Science + Business Media

    PhD Francesca Ieva, Alessandra Guglielmi

  24. Bayesian joint modelling of the health profile and demand of home care patients

    Article • IMA Journal of Management Mathematics, May 2016, Oxford University Press (OUP)

    Alessandra Guglielmi

  25. Posterior sampling from $\varepsilon$-approximation of normalized completely random measure mixtures

    Article • Electronic Journal of Statistics, January 2016, Institute of Mathematical Statistics

    Alessandra Guglielmi

  26. A blocked Gibbs sampler for NGG-mixture models via a priori truncation

    Article • Statistics and Computing, February 2015, Springer Science + Business Media

    Alessandra Guglielmi

  27. Modeling the Association Between Clusters of SNPs and Disease Responses

    Article • January 2015, Springer Science + Business Media

    Alessandra Guglielmi

  28. A “Density-Based” Algorithm for Cluster Analysis Using Species Sampling Gaussian Mixture Models

    Article • Journal of Computational and Graphical Statistics, October 2014, Taylor & Francis

    Alessandra Guglielmi

  29. A Bayesian framework for describing and predicting the stochastic demand of home care patients

    Article • Flexible Services and Manufacturing Journal, September 2014, Springer Science + Business Media

    Alessandra Guglielmi

  30. Semiparametric Bayesian models for clustering and classification in the presence of unbalanced in-hospital survival

    Article • Journal of the Royal Statistical Society Series C (Applied Statistics), July 2013, Wiley

    PhD Francesca Ieva, Alessandra Guglielmi

  31. Estimation, prediction and interpretation of NGG random effects models: an application to Kevlar fibre failure times

    Article • Statistical Papers, May 2013, Springer Science + Business Media

    Alessandra Guglielmi

  32. A Simple Class of Bayesian Nonparametric Autoregression Models

    Article • Bayesian Analysis, March 2013, Institute of Mathematical Statistics

    Alessandra Guglielmi

  33. Hospital Clustering in the Treatment of Acute Myocardial Infarction Patients Via a Bayesian Semiparametric Approach

    Article • January 2013, Springer Science + Business Media

    PhD Francesca Ieva, Alessandra Guglielmi

  34. A class of measure-valued Markov chains and Bayesian nonparametrics

    Article • Bernoulli, August 2012, Bernoulli Society for Mathematical Statistics and Probability

    Alessandra Guglielmi

  35. A semiparametric Bayesian generalized linear mixed model for the reliability of Kevlar fibers

    Article • Applied Stochastic Models in Business and Industry, July 2012, Wiley

    Alessandra Guglielmi

  36. Bayesian first order auto-regressive latent variable models for multiple binary sequences

    Article • Statistical Modelling, December 2011, SAGE Publications

    Alessandra Guglielmi

  37. Bayesian density estimation and model selection using nonparametric hierarchical mixtures

    Article • Computational Statistics & Data Analysis, April 2010, Elsevier

    Alessandra Guglielmi

  38. Mixed-effects modelling of Kevlar fibre failure times through Bayesian non-parametrics

    Article • January 2010, Springer Science + Business Media

    Alessandra Guglielmi

  39. A comparison of nonparametric priors in hierarchical mixture modelling for AFT regression

    Article • Journal of Statistical Planning and Inference, December 2009, Elsevier

    Alessandra Guglielmi

  40. Generalized Moment Theory and Bayesian Robustness Analysis for Hierarchical Mixture Models

    Article • Annals of the Institute of Statistical Mathematics, June 2006, Springer Science + Business Media

    Alessandra Guglielmi

  41. A stochastic equation for the law of the random Dirichlet variance

    Article • Statistics & Probability Letters, March 2006, Elsevier

    Alessandra Guglielmi

  42. Theory and numerical analysis for exact distributions of functionals of a Dirichlet process

    Article • October 2002, Institute of Mathematical Statistics

    Alessandra Guglielmi

  43. Perfect Simulation Involving Functionals of a Dirichlet Process

    Article • Journal of Computational and Graphical Statistics, June 2002, Taylor & Francis

    Alessandra Guglielmi

  44. Markov Chain Monte Carlo Estimation of the Law of the Mean of a Dirichlet Process

    Article • Bernoulli, August 2001, JSTOR

    Alessandra Guglielmi

  45. Bayesian and Conditional Frequentist Testing of a Parametric Model Versus Nonparametric Alternatives

    Article • Journal of the American Statistical Association, March 2001, Taylor & Francis

    Alessandra Guglielmi

  46. Approximating de Finetti's measures for partially exchangeable sequences

    Article • Statistics & Probability Letters, July 2000, Elsevier

    Alessandra Guglielmi

  47. Methods for Global Prior Robustness under Generalized Moment Conditions

    Article • January 2000, Springer Science + Business Media

    Alessandra Guglielmi

  48. A simple procedure calculating the generalized Stieltjes transform of the mean of a Dirichlet process

    Article • Statistics & Probability Letters, July 1998, Elsevier

    Alessandra Guglielmi

  49. Non-informative invariant priors yield peculiar marginals

    Article • Communication in Statistics- Theory and Methods, January 1998, Taylor & Francis

    Alessandra Guglielmi

  50. Numerical robust Bayesian analysis under generalized moment conditions

    Article • January 1996, Institute of Mathematical Statistics

    Alessandra Guglielmi