Silvia Cateni

OLYMPUS DIGITAL CAMERA
Research assistant
M.Eng – Data Scientist

 

 

Contacts

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

Cateni, Silvia; Colla, Valentina; Vannucci, Marco

A fuzzy system for combining filter features selection methods Journal Article

in press on International Journal of Fuzzy Systems, 2016.

BibTeX

Cateni, S; Colla, Valentina

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.

BibTeX

Nastasi, Gianluca; Colla, Valentina; Cateni, S; Campigli, S

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.

BibTeX

2014

Cateni, S; Colla, Valentina; Vannucci, Marco

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.

BibTeX

2013

Cateni, S; Colla, Valentina; Nastasi, Gianluca

A Multivariate Fuzzy System Applied for Outliers Detection Journal Article

JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 24 , pp. 889–903, 2013, ISSN: 1064-1246.

BibTeX

2012

Sgarbi, Mirko; Colla, Valentina; Cateni, S; Higson, S

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.

BibTeX

2011

Cateni, S; Colla, Valentina; Vannucci, Marco

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.

BibTeX

2009

Colla, Valentina; Vannucci, Marco; Nastasi, Gianluca; Cateni, Silvia

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.

BibTeX


Conferences

2016

Cateni, Silvia; Colla, Valentina

A hybrid variable selection approach for NN-based classification in industrial context Conference

26th Italian Workshop on Neural Networks, Vietri Sul Mare (Italy), 2016.

BibTeX

2014

Cateni, S; Colla, Valentina; Vannucci, Marco

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.

Links | BibTeX

Cateni, S; Colla, Valentina; Vannucci, Marco; Vannocci, Marco

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.

BibTeX

2013

Cateni, S; Vannucci, Marco; Colla, Valentina

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.

BibTeX

Colla, Valentina; Nastasi, Gianluca; Cateni, S; Vannucci, Marco; Vannocci, Marco

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.

BibTeX

2012

Porzio, G F; Colla, Valentina; Fornai, Barbara; Amato, A; Cateni, S; Vannucci, Marco

A model for simulation of an integrated steelmaking plant focused on energy consumptions and CO2 emissions Inproceedings

-, pp. –, Swerea MEFOS AB, Lulea, 2012.

BibTeX

2011

Cateni, S; Colla, Valentina; Vannucci, Marco

Novel resampling method for the classification of imbalanced datasets for industrial and other real-world problems Inproceedings

-, pp. –, Research Publishing Services, Cordoba, 2011.

BibTeX

Colla, Valentina; Cateni, S; Ferro, F; Fera, S

Study of the Inclusion Population In Three Different Process Routes Inproceedings

-, pp. –, Jernkontoret, Stoccolma, 2011.

BibTeX

2010

Cateni, S; Colla, Valentina; Vannucci, Marco

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.

BibTeX

Cateni, Silvia; Colla, Valentina; Vannucci, Marco

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.

BibTeX

2009

Cateni, Silvia; Colla, Valentina; Vannucci, Marco

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.

Links | BibTeX

Cateni, Silvia; Colla, Valentina; Vannucci, Marco

A Fuzzy System for Combining Different Outliers Detection Methods Inproceedings

-, pp. –, IASTED, Innsbruck, Austria, 2009.

BibTeX

2007

Cateni, Silvia; Colla, Valentina; Vannucci, Marco

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.

BibTeX


Books