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Chapter and Conference Paper
Extended Stochastic Block Model with Spatial Covariates for Weighted Brain Networks
In analyzing brain networks, it is of notable interest to cluster together nodes, representing brain regions, that share the same connectivity patterns, i.e., common parameters for the generative process of th...
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Chapter and Conference Paper
Bayesian Nonparametric Predictive Modeling for Personalized Treatment Selection
develop a Bayesian nonparametric predictive model to establish personalized therapeutic strategies for oncology patients. We leverage characteristics of both the patient and disease to support decision ma...
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Chapter and Conference Paper
Analysis of Hospitalizations of Patients Affected by Chronic Heart Disease
In this paper we present a Bayesian model to analyze sequences of hospitalizations of patients affected by chronic heart disease, focusing not only on the sequence but also on the times between two next events...
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Chapter and Conference Paper
Bayesian Analysis and Prediction of Patients’ Demands for Visits in Home Care
Home care (HC) providers are complex structures which include medical, paramedical, and social services delivered to patients at their domicile. High randomness affects the service delivery, mainly in terms of...