Corani, Giorgio

21 publications

UAI 2024 Probabilistic Reconciliation of Mixed-Type Hierarchical Time Series Lorenzo Zambon, Dario Azzimonti, Nicolò Rubattu, Giorgio Corani

ECML-PKDD 2021 Time Series Forecasting with Gaussian Processes Needs Priors Giorgio Corani, Alessio Benavoli, Marco Zaffalon

MLJ 2020 Correction to: Efficient Feature Selection Using Shrinkage Estimators Konstantinos Sechidis, Laura Azzimonti, Adam Craig Pocock, Giorgio Corani, James Weatherall, Gavin Brown

ECML-PKDD 2020 Probabilistic Reconciliation of Hierarchical Forecast via Bayes' Rule Giorgio Corani, Dario Azzimonti, João P. S. C. Augusto, Marco Zaffalon

PGM 2020 Structure Learning from Related Data Sets with a Hierarchical Bayesian Score Laura Azzimonti, Giorgio Corani, Marco Scutari

MLJ 2019 Efficient Feature Selection Using Shrinkage Estimators Konstantinos Sechidis, Laura Azzimonti, Adam Craig Pocock, Giorgio Corani, James Weatherall, Gavin Brown

MLJ 2018 Approximate Structure Learning for Large Bayesian Networks Mauro Scanagatta, Giorgio Corani, Cassio Polpo de Campos, Marco Zaffalon

MLJ 2017 Statistical Comparison of Classifiers Through Bayesian Hierarchical Modelling Giorgio Corani, Alessio Benavoli, Janez Demsar, Francesca Mangili, Marco Zaffalon

JMLR 2017 Time for a Change: A Tutorial for Comparing Multiple Classifiers Through Bayesian Analysis Alessio Benavoli, Giorgio Corani, Janez Demšar, Marco Zaffalon

NeurIPS 2016 Learning Treewidth-Bounded Bayesian Networks with Thousands of Variables Mauro Scanagatta, Giorgio Corani, Cassio P de Campos, Marco Zaffalon

PGM 2016 Proceedings of the Eighth International Conference on Probabilistic Graphical Models Alessandro Antonucci, Giorgio Corani, Cassio Polpo Campos

JMLR 2016 Should We Really Use Post-Hoc Tests Based on Mean-Ranks? Alessio Benavoli, Giorgio Corani, Francesca Mangili

MLJ 2015 A Bayesian Approach for Comparing Cross-Validated Algorithms on Multiple Data Sets Giorgio Corani, Alessio Benavoli

ICML 2015 A Bayesian Nonparametric Procedure for Comparing Algorithms Alessio Benavoli, Giorgio Corani, Francesca Mangili, Marco Zaffalon

ECML-PKDD 2015 Bayesian Hypothesis Testing in Machine Learning Giorgio Corani, Alessio Benavoli, Francesca Mangili, Marco Zaffalon

NeurIPS 2015 Learning Bayesian Networks with Thousands of Variables Mauro Scanagatta, Cassio P de Campos, Giorgio Corani, Marco Zaffalon

ICML 2014 A Bayesian Wilcoxon Signed-Rank Test Based on the Dirichlet Process Alessio Benavoli, Giorgio Corani, Francesca Mangili, Marco Zaffalon, Fabrizio Ruggeri

IJCAI 2013 An Ensemble of Bayesian Networks for Multilabel Classification Alessandro Antonucci, Giorgio Corani, Denis Deratani Mauá, Sandra Gabaglio

ECML-PKDD 2008 Credal Model Averaging: An Extension of Bayesian Model Averaging to Imprecise Probabilities Giorgio Corani, Marco Zaffalon

MLOSS 2008 JNCC2: The Java Implementation of Naive Credal Classifier 2 Giorgio Corani, Marco Zaffalon

JMLR 2008 Learning Reliable Classifiers from Small or Incomplete Data Sets: The Naive Credal Classifier 2 Giorgio Corani, Marco Zaffalon