Items where Author is "Corani, Giorgio"

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Number of items: 63.

Corani, Giorgio and Azzimonti, Dario Filippo and Augusto, J.P.S.C. and Zaffalon, Marco (2020) Probabilistic reconciliation of hierarchical forecast via Bayes’ rule. In: Proceedings ECML - PKDD 2020.

Azzimonti, Laura and Corani, Giorgio and Zaffalon, Marco (2019) Hierarchical estimation of parameters in Bayesian networks. Computational Statistics and Data Analysis, 137. pp. 67-91.

Sechidis, K and Azzimonti, Laura and Pocock, A and Corani, Giorgio and Weatherall, J and Brown, G (2019) Efficient feature selection using shrinkage estimators. Machine Learning.

Salani, Matteo and Corbellini, Gianluca and Corani, Giorgio (2019) Hybrid heuristic for the optimal design of photovoltaic installations considering mismatch loss effects. Computers & Operations Research, 108. pp. 112-120.

Gittler, Thomas and Relea, Eduard and Corti, Donatella and Corani, Giorgio and Weiss, Lukas and Cannizzaro, Daniele and Wegener, Konrad (2019) Towards predictive quality management in assembly systems with low quality low quantity data – a methodological approach. In: 12th CIRP Conference on Intelligent Computation in Manufacturing Engineering, 18-20 July 2018, Gulf of Naples, Italy 12th CIRP Conference on Intelligent Computation in Manufacturing Engineering, 18-20 July 2018, Naple.

Musumeci, F and Rottondi, Cristina and Corani, Giorgio and Shahkarami, S and Cugini, F and Tornatore, M (2019) A Tutorial on Machine Learning for Failure Management in Optical Networks. Journal of Lightwave Technology. p. 1. (In Press)

Scanagatta, Mauro and Corani, Giorgio and De Campos, Cassio Polpo and Zaffalon, Marco (2018) Approximate structure learning for large Bayesian networks. Machine Learning. ISSN 0885-6125 (In Press)

Scanagatta, Mauro and Corani, Giorgio and Zaffalon, Marco and Yoo, Jaemin and Kang, U. (2018) Efficient learning of bounded-treewidth Bayesian networks from complete and incomplete data sets. International Journal of Approximate Reasoning, 95. 152 - 166. ISSN 0888-613X

de Campos, Cassio P and Scanagatta, Mauro and Corani, Giorgio and Zaffalon, Marco (2018) Entropy-based pruning for learning Bayesian networks using BIC. Artificial Intelligence, 260. pp. 42-50.

Azzimonti, Laura and Corani, Giorgio and Zaffalon, Marco (2017) Hierarchical Multinomial-Dirichlet Model for the Estimation of Conditional Probability Tables. In: 2017 IEEE International Conference on Data Mining (ICDM), 18.11.2017-21.11.2017, New Orleans - USA.

Scanagatta, Mauro and Corani, Giorgio and Zaffalon, Marco (2017) Improved local search in Bayesian networks structure learning. In: Advanced Methodologies for Bayesian Networks.

Corani, Giorgio and Benavoli, Alessio and Demšar, Janez and Mangili, Francesca and Zaffalon, Marco (2017) Statistical comparison of classifiers through Bayesian hierarchical modelling. Machine Learning.

Benavoli, Alessio and Corani, Giorgio and Demšar, Janez and Zaffalon, Marco (2017) Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis. Journal of Machine Learning Research, 18 (77). pp. 1-36.

Corani, Giorgio and Benavoli, Alessio and Demšar, Janez and Mangili, Francesca and Zaffalon, Marco (2016) Statistical comparison of classifiers through Bayesian hierarchical modelling. Technical Report UNSPECIFIED

Corani, Giorgio and Scanagatta, Mauro (2016) Air pollution prediction via multi-label classification. Environmental Modelling & Software, 80. pp. 259-264.

Scanagatta, Mauro and Corani, Giorgio and De Campos, Cassio Polpo and Zaffalon, Marco (2016) Learning treewidth-bounded bayesian networks with thousands of variables. In: NIPS 2016: Advances in Neural Information Processing Systems 29, 05.12.2016-10.12.2016, Barcelona, Spain.

Benavoli, Alessio and Corani, Giorgio and Mangili, Francesca (2016) Should we really use post-hoc tests based on mean-ranks? Journal of Machine Learning Research, 17 (5). pp. 1-10.

Antonucci, Alessandro and Corani, Giorgio (2016) The multilabel naive credal classifier. International Journal of Approximate Reasoning, 83. pp. 320-336.

Corani, Giorgio and Mignatti, Andrea (2015) Robust Bayesian model averaging for the analysis of presence–absence data. Environmental and Ecological Statistics, 22 (3). pp. 513-534. ISSN 1352-8505

Cellina, Francesca and Corani, Giorgio and Rizzoli, Andrea Emilio and Bonesana, Claudio and Bettini, Albedo and Baldassari, Andrea and Cavadini, Pasqualina and Soldini, Emiliano and Rudel, Roman (2015) Using living labs to investigate the transition towards electric mobility: the e-mobiliTI experiment in Southern Switzerland. In: Proceedings of the 15th Swiss Transport Research Conference STRC 2015, 15-17 April, 2015, Monte Verità Ascona.

Corani, Giorgio and Benavoli, Alessio (2015) Bayesian comparison of two cross-validated algorithms on multiple data sets. Technical Report UNSPECIFIED

Corani, Giorgio and Benavoli, Alessio (2015) A Bayesian approach for comparing cross-validated algorithms on multiple data sets. Machine Learning, 100 (2). pp. 285-304.

Corani, Giorgio and Benavoli, Alessio and Mangili, Francesca and Zaffalon, Marco (2015) Bayesian hypothesis testing in machine learning. In: Proc. ECML PKDD 2015 (European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases) European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2015, 07.09.2015-11.09.2015, Porto, Portugal.

Benavoli, Alessio and Corani, Giorgio and Mangili, Francesca and Zaffalon, Marco (2015) A Bayesian nonparametric procedure for comparing algorithms. In: Proceedings of the 32th International Conference on Machine Learning (ICML 2015) 32th International Conference on Machine Learning (ICML 2015), 06.07.2015-11.07.2015, Lille, France.

Scanagatta, Mauro and De Campos, Cassio Polpo and Corani, Giorgio and Zaffalon, Marco (2015) Learning Bayesian networks with thousands of variables. In: NIPS 2015: Advances in Neural Information Processing Systems 28, 07.12.2015-12.12.2015, Montréal, Canada.

De Campos, Cassio Polpo and Corani, Giorgio and Scanagatta, Mauro and Cuccu, Marco and Zaffalon, Marco (2015) Learning extended tree augmented naive structures. International Journal of Approximate Reasoning.. (In Press)

Zaffalon, Marco and Corani, Giorgio (2014) Comments on “Imprecise probability models for learning multinomial distributions from data. Applications to learning credal networks” by Andrés R. Masegosa and Serafín Moral. International Journal of Approximate Reasoning, 55 (7). pp. 1597-1600. ISSN 0888-613X (In Press)

Rizzoli, Andrea Emilio and Rudel, Roman and Forster, Anna and Corani, Giorgio and Cellina, Francesca and Pampuri, Luca and Guidi, Roberto and Baldassari, Andrea (2014) Investigating mobility styles using smartphones: advantages and limitations according to a field study in Southern Switzerland. In: Proceedings of the 7th International Congress on Environmental Modelling and Software, June 15-19, San Diego, California, USA, iEMSS 2014.

Corani, Giorgio and Antonucci, Alessandro (2014) Credal Ensembles of Classifiers. Computational Statistics & Data Analysis, 71. pp. 818-831. ISSN 0167-9473

Corani, Giorgio and Abellán, Joacquin and Masegosa, Andres and Moral, Serafin and Zaffalon, Marco (2014) Classification. In: Augustin, Thomas and Coolen, Frank and De Cooman, Gert and Troffaes, Mattias, (eds.) Introduction to Imprecise Probabilities. Wiley, pp. 261-285.

Corani, Giorgio and Mignatti, Andrea (2014) Credal model averaging for classification: representing prior ignorance and expert opinions. International Journal of Approximate Reasoning, 56B. pp. 264-277. ISSN 0888-613X

De Campos, Cassio Polpo and Cuccu, Marco and Corani, Giorgio and Zaffalon, Marco (2014) Extended tree augmented naive classifier. In: PGM'14: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models UNSPECIFIED.

Corani, Giorgio and Antonucci, Alessandro and Mauá, Denis Deratani and Bernaschina, Sandra (2014) Trading off Speed and Accuracy in Multilabel Classification. In: PGM'14: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models PGM'14: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models.

Corani, Giorgio and Magli, Cristina and Giusti, Alessandro and Gianaroli, Luca and Gambardella, Luca Maria (2013) A Bayesian network model for predicting pregnancy after in vitro fertilization. Computers in Biology and Medicine, 43 (11). pp. 1783-1792. ISSN 0010-4825

Corani, Giorgio and Mignatti, Andrea (2013) Credal model averaging of logistic regression for modeling the distribution of marmot burrows. In: Proceedings ISIPTA '13 (the Eighth International Symposium on Imprecise Probability: Theories and Applications). SIPTA (Society for Imprecise Probability: Theory and Applications), pp. 233-243.

Gianaroli, Luca and Magli, Cristina and Gambardella, Luca Maria and Giusti, Alessandro and Grugnetti, Carla and Corani, Giorgio (2013) Objective way to support embryo transfer: a probabilistic decision. Human Reproduction, 28 (5). pp. 1210-1220. ISSN 1460-2350

Antonucci, Alessandro and Corani, Giorgio and Mauá, Denis Deratani and Bernaschina, Sandra (2013) An ensemble of Bayesian networks for multilabel classification. In: Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI-13).

Antonucci, Alessandro and Corani, Giorgio and Bernaschina, Sandra (2012) Active learning by the naive credal classifier. In: Communications in Computer and Information Science, Advances in Computational Intelligence UNSPECIFIED, Granada (Spain).

Zaffalon, Marco and Corani, Giorgio and Deratani Maua, Denis (2012) Evaluating credal classifiers by utility-discounted predictive accuracy. Technical Report UNSPECIFIED

Antonucci, Alessandro and Cattaneo , Paolo and Corani, Giorgio (2012) Likelihood-Based Robust Classification with Bayesian Networks. Technical Report UNSPECIFIED

Corani, Giorgio and Magli, Cristina and Giusti, Alessandro and Gianaroli, Luca and Gambardella, Luca Maria (2012) A Bayesian network model for predicting the outcome of in vitro fertilization. In: 6th European Workshop on Probabilistic Graphical Models (PGM 2012), 19.09.2012-21.09.2012, Granada, Spain.

Corani, Giorgio and Antonucci, Alessandro and Zaffalon, Marco (2012) Bayesian networks with imprecise probabilities: theory and application to classification. In: Data Mining: Foundations and Intelligent Paradigms. Intelligent Systems Reference Library, 23 . Springer, Berlin / Heidelberg, pp. 49-93. ISBN 978-3-642-23165-0

Corani, Giorgio and Antonucci, Alessandro and De Rosa, Rocco (2012) Compression-based AODE classifiers. In: 20th European Conference on Artificial Intelligence (ECAI 2012), 27.08.2012-31.08.2012, Montpellier, France.

Mignatti, Andrea and Corani, Giorgio and Rizzoli, Andrea Emilio (2012) Credal Model Averaging: dealing robustly with model uncertainty on small data sets. In: International Environmental Modelling and Software Society (iEMSs) 2012 International Congress on Environmental Modelling and Software. Managing Resources of a Limited Planet: Pathways and Visions under Uncertainty, Sixth Biennial Meeting International Environmental Modelling and Software Society (iEMSs) 2012 International Congress on Environmental Modelling and Software Managing Resources of a Limited Planet: Pathways and Visions under Uncertainty, Sixth Biennial Meeting, Leipzig, Germany, 1-5 July 2012, Leipzig, Germany.

Magli, Cristina and Corani, Giorgio and Giusti, Alessandro and Castelletti, Eleonora and Gambardella, Luca Maria and Gianaroli, Luca (2012) A prognostic model for multiple-embryo transfers. Human Reproduction, 27 (2). pp. 162-205. ISSN 1460-2350

Corani, Giorgio and De Campos, Cassio Polpo (2010) A tree augmented classifier based on extreme imprecise Dirichlet model. International Journal of Approximate Reasoning, 51 (9). pp. 1053-1068. ISSN 0888-613X

Corani, Giorgio and Benavoli, Alessio (2010) Restricting the IDM for classification. In: Information Processing and Management of Uncertainty in Knowledge-based Systems. Theory and Methods. Communications in Computer and Information Science, 80 . Springer, Berlin / Heidelberg, pp. 328-337. ISBN 978-3-642-14054-9

Corani, Giorgio and Giusti, Alessandro and Migliore, Davide and Schmidhuber, Juergen (2010) Robust texture recognition using credal classifiers. In: Proceedings of the British Machine Vision Conference, 31.08.2010-03.09.2010, Aberystwyth.

Corani, Giorgio and Zaffalon, Marco (2009) Lazy naive credal classifier. In: 1st ACM SIGKDD Workshop on Knowledge Discovery From Uncertain Data, 28.06.2009-01.07.2009, Paris, France.

Corani, Giorgio and Rizzoli, Andrea Emilio and Salvetti, Andrea and Zaffalon, Marco (2009) Reproducing human decisions in reservoir management: the case of lake lugano. In: Information Technologies in Environmental Engineering. Springer, Berlin / Heidelberg, pp. 252-263.

Corani, Giorgio and Zaffalon, Marco (2008) JNCC2: the Java implementation of naive credal classifier 2. Journal of Machine Learning Research, 9. pp. 2695-2698. ISSN 1533-7928

Corani, Giorgio and Zaffalon, Marco (2008) Learning reliable classifiers from small or incomplete data sets: the naive credal classifier 2. Journal of Machine Learning Research, 9. pp. 581-621. ISSN 1533-7928

Corani, Giorgio and Zaffalon, Marco (2008) JNCC2: an extension of naive Bayes classifier suited for small and incomplete data sets. Environmental Modelling & Software, 23 (7). pp. 960-961. ISSN 1364-8152

Corani, Giorgio and Zaffalon, Marco (2008) Credal model averaging: an extension of Bayesian model averaging to imprecise probabilities. In: Machine Learning and Knowledge Discovery in Databases 2008 European Conference on Machine Learning and Knowledge Discovery in Databases, 15.09.2008-19.08.2008, Antwerp, Belgium.

Corani, Giorgio and Zaffalon, Marco (2008) Naive credal classifier 2: an extension of naive Bayes for delivering robust classifications. In: International Conference on Data Mining 2008 (DMIN '08), 14.07.2008-17.07.2008, USA.

Corani, Giorgio and Zaffalon, Marco (2007) JNCC2: the Java implementation of the Naive Credal Classifier2. Technical Report UNSPECIFIED

Corani, Giorgio and Zaffalon, Marco (2007) Naive Credal Classifier 2: a robust approach to classification for small and incomplete data sets. Technical Report UNSPECIFIED

Corani, Giorgio and Edgar, Chris and Marshall, Isabelle and Wesnes, Keith and Zaffalon, Marco (2006) Classification of dementia types from cognitive profiles data. In: Knowledge Discovery in Databases: PKDD 2006 10th European Conference on Principle and Practice of Knowledge Discovery in Databases, 18.09.2006-22.09.2006, Berlin, Germany.

Corani, Giorgio and Gatto, Marino (2006) Model selection in demographic time series using VC-bounds. Ecological Modelling, 191 (1). pp. 186-195. ISSN 0304-3800

Corani, Giorgio and Gatto, Marino (2006) VC-dimension and structural risk minimization for the analysis of nonlinear ecological models. Applied mathematics and computation, 176 (1). pp. 166-176. ISSN 0096-3003

Corani, Giorgio (2005) Air quality prediction in Milan: feed-forward neural networks, pruned neural networks and lazy learning. Ecological Modelling, 185 (2-4). pp. 513-529. ISSN 0304-3800

Corani, Giorgio and Guariso, Giorgio (2005) Coupling fuzzy modeling and neural networks for river flood prediction. IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews), 35 (3). pp. 382-390. ISSN 2168-2216

Corani, Giorgio and Guariso, Giorgio (2005) An application of pruning in the design of neural networks for real time flood forecasting. Neural Computing & Applications, 14 (1). pp. 66-77. ISSN 0941-0643

This list was generated on Mon Mar 1 14:24:27 2021 CET.