Bayesian Nonparametrics
for Complex Data

Papers in peer reviewed journals

• Chandra, N.K., Canale, A., Dunson, D.B. (2023) Escaping The Curse of Dimensionality in Bayesian Model-Based Clustering, Journal of Machine Learning Research, 24, 144, 1−42
• Canale, A., Corradin, R., Nipoti, B., (2022), Importance conditional sampling for Pitman–Yor mixtures, Statistics and Computing, 32, 40
• Corradin, R., Canale, A., Nipoti, B.,, (2021), BNPmix: an R package for Bayesian nonparametric modelling via Pitman-Yor mixture, Journal of Statistical Software,, 100
• D'Angelo, L., Canale, A., Yu, Z., Guindani, M. (2022) Bayesian nonparametric analysis for the detection of spikes in noisy calcium imaging data, Biometrics, in press, https://doi.org/10.1111/biom.13626
• Schiavon, L., Canale, A., Dunson, D. (2022) Generalized infinite factorization models, Biometrika, 109, 3, 817–835
• Stefanucci, M., Canale, A., (2021), Multiscale stick-breaking mixture models, Statistics and Computing, 31, 13
• Kraus, D., Stefanucci, M., (2020), Ridge reconstruction of partially observed functional data is asymptotically optimal, Statistics and Probability Letters 108813

• © Antonio Canale
• Info: bnp4cd@stat.unipd.it
• Design: HTML5 UP