Research assistant
M.Eng – Data Scientist
Email:
Phone: +39 050 882510
Silvia Cateni (Cascina (PI), 11/03/1977) got her master degree in telecommunication engineering, in 2005, from University of Pisa. She is presently a research assistant at Scuola Superiore Sant’Anna since 2007.
Her research activity includes mathematical modeling of complex systems and data analysis through statistical and artificial intelligence-based techniques.
She collaborated in several research projects funded by the EU particularly dealing with steelmaking industry. She is co-author of several papers published in international journals and conferences as well as book chapters. She is reviewer for several journals in the field of artificial intelligence and industrial automation ;finally she has experience as proposal evaluator in RFCS TGS9 Factory-wide and environmental control.
List of Publications
Journals
2016 |
A fuzzy system for combining filter features selection methods Journal Article in press on International Journal of Fuzzy Systems, 2016. |
Improving the stability of wrapper variable selection applied to binary classification Journal Article in press on International Journal of Computer Information Systems and Industrial Management Applications., 2016. |
Implementation and comparison of algorithms for multi-objective optimization based on genetic algorithms applied to the management of an automated warehouse Journal Article in press on Journal of Intelligent Manufacturing, 2016. |
2014 |
A method for resampling imbalanced datasets in binary classification tasks for real-world problems with manuscript number Journal Article NEUROCOMPUTING, 135 , pp. 32–41, 2014, ISSN: 0925-2312. |
2013 |
A Multivariate Fuzzy System Applied for Outliers Detection Journal Article JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 24 , pp. 889–903, 2013, ISSN: 1064-1246. |
2012 |
Processing of Data Coming From a Laser-EMAT System for Non-Destructive Test of Steel Slabs Journal Article ISA TRANSACTIONS, Vol. 51/ No. 1 , pp. 181–188, 2012, ISSN: 0019-0578. |
2011 |
A Genetic Algorithm-based approach for selecting input variables and setting relevant network parameters of a SOM-based classifier Journal Article INTERNATIONAL JOURNAL OF SIMULATION: SYSTEMS, SCIENCE & TECHNOLOGY, 12/2 , pp. –, 2011, ISSN: 1473-8031. |
2009 |
Applicazione di tecniche di intelligenza artificiale nella gestione e nella ottimizzazione dei processi siderurgici Journal Article AUTOMAZIONE E STRUMENTAZIONE, LVII/Nov. 2009 , pp. 84–90, 2009, ISSN: 0005-1284. |
Conferences
2016 |
A hybrid variable selection approach for NN-based classification in industrial context Conference 26th Italian Workshop on Neural Networks, Vietri Sul Mare (Italy), 2016. |
2014 |
A Hybrid Feature Selection Method for Classification Purposes Inproceedings Proc. of the UKSim AMSS 8th European Modelling Symposium on Mathematical Modelling and Computer Simulation, pp. 39–44, Conference Publishing Services (CPS) IEEE Computer, Pisa (Italy), 2014. |
A Procedure for Building Reduced reliable Training Datasets from Real-World Data Inproceedings Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, AIA 2014, pp. 393–399, IASTED, Innsbruck (Austria), 2014. |
2013 |
Industrial Multiple Criteria Decision Making problems handled by means of fuzzy inference-based decision support systems Inproceedings -, pp. 12–17, IEEE Computer Society, Bangkok, 2013. |
Genetic Algorithms Applied to Discrete Distribution Fitting Inproceedings Proc. of the UKSim AMSS 7th European Modelling Symposium on Mathematical Modelling and Computer Simulation, pp. –, IEEE Computer Society, Manchester (UK), 2013. |
2012 |
A model for simulation of an integrated steelmaking plant focused on energy consumptions and CO2 emissions Inproceedings -, pp. –, Swerea MEFOS AB, Lulea, 2012. |
2011 |
Novel resampling method for the classification of imbalanced datasets for industrial and other real-world problems Inproceedings -, pp. –, Research Publishing Services, Cordoba, 2011. |
Study of the Inclusion Population In Three Different Process Routes Inproceedings -, pp. –, Jernkontoret, Stoccolma, 2011. |
2010 |
A Genetic Algorithms-based approach for selecting the most relevant input variables in classification tasks Inproceedings 2010 Fourth UKSim European Symposium on Computer Modelling and Simulation, pp. 63–67, IEEE Computer Society, Pisa, 2010. |
Variable selection through Genetic algorithms for classification purposes Inproceedings Proc. of the International Conference on Artificial Intelligence and Applications AIA 2010, pp. –, IASTED, Innsbruck, 2010. |
2009 |
General purpose Input Variables Extraction: A Genetic Algorithm based Procedure GIVE A GAP Inproceedings Proc. of the 9th International Conference on Intelligent Systems Design and Applications ISDA’09, pp. 1278–1283, IEEE Computer Society Conference Publishing Serv, Pisa, Italia, 2009. |
A Fuzzy System for Combining Different Outliers Detection Methods Inproceedings -, pp. –, IASTED, Innsbruck, Austria, 2009. |
2007 |
A Fuzzy Logic--based method for outliers detection Inproceedings Proceedings of the 7th IASTED International Conference on Artificial Intelligence and Applications, pp. –, IASTED, Innsbruck, Austria, 2007. |