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Full Description
This book contains a selection of the contributions presented at the conference of the Italian Statistical Society - SIS 2023 held in Ancona, 21-23 June 2023 with specific focus on "Statistical Learning, Sustainability and Impact Evaluation".
Papers concern new challenges of digitalization, innovation and sustainability that are showing the crucial role of data-driven approaches in supporting decision-making processes. Methodologies resulting from the integration of different know-how provide reliable way to deal with the increasing need to measure the impact of the policies and to forecast scenarios. A non-exhaustive list of the topics include papers on: Data Analysis and Classification, Education and students' assessment, Environmental and Sustainability assessment, Population and health dynamics, Machine and Statistical Learning, Spatial and Spatio-Temporal Modeling, Social and Statistical indicators.
This volume is addressed to researchers as well as to Ph.D. and MSc students interested in new trends and recent developments in the areas of Statistical Learning, Sustainability and Impact Evaluation.
Contents
PART 1: Advanced Statistical Methods and Modeling, The Italian experience on register-based statistics considering measurement, coverage and sampling errors.- Generalized separation scores for ranking partially ordered data.- Bayesian nonparametric mixing distribution estimation in the Gaussian-smoothed 1-Wasserstein distance.- On the probability of success of a reliability experiment.- CovBootTree: Proper Bayesian Bootstrap Ensembled Trees with Cholesky Multivariate Distribution.- Probabilistic Principal Components and the BLUP jointly in a new predictor: an Application to Well-Being Italian Data.-An Importance Sampling Algorithm For Bayesian Logistic Regression with Scale Mixture of Gaussian Priors.- PART 2: Socio-Economic and Health Analysis, Patterns of flexible employment careers. Does measurement error matter?.- Italians and sustainability: a consciousness to be strengthened.- Integrating state-sequence analysis to uncover dynamic drug-utilization patterns to profile heart failure patients.- Connected threads: Africa, HIV and Intimate Partner Violence using the INLA-SPDE approach.- ESG Score and Volatility in the European Stock Market.- Using matrix-variate hidden Markov regressions for analyzing crime data.- Assessing Academic Career Progression: A Cox Proportional Hazard Model for Stagnant Levels.- PART 3: Urban Systems, Mobility, and Environmental Management, Unveiling the dynamic of traffic-crowding relation through mobile phone big data analysis.- Analysing the relationship between traffic flows, road infrastructure, and car crashes data: an approach based on spatiotemporal point patterns on linear networks.- Evaluating economic and ecological efficiency of Italian waste management systems using parametric and non-parametric methods.
