Publications

Papers in International Journals

[10]          M.C. Campi, S. Garatti
"A sampling-and-discarding approach to chance-constrained optimization: feasibility and optimality"
Journal of Optimization Theory and Applications 148(2):257-280, 2011.

[9]            S. Garatti, R.R. Bitmead
"On resampling and uncertainty estimation in linear system identification" (regular paper)
Automatica 46(5):785-795, 2010.

[8]            S. Garatti, M.C. Campi, S. Bittanti
"Iterative robust control: speeding up improvement through iterations"
Systems & Control Letters 59(2):139-146, 2010.

[7]            M.C. Campi, S. Garatti, M. Prandini
"The scenario approach for systems and control design"
Annual Reviews in Control 33(2):149-157, 2009.

[6]            M.C. Campi, G.C. Calafiore, S. Garatti
"Interval predictor models: identification and reliability" (regular paper)
Automatica 45(2):382-392, 2009.

[5]            M.C. Campi, S. Garatti
"The exact feasibility of randomized solutions of uncertain convex programs"
SIAM Journal on Optimization 19(3):1211-1230, 2008.

[4]            S. Garatti, S. Bittanti, D. Liberati, A. Maffezzoli
"An unsupervised clustering approach for leukaemia classification based on DNA micro-arrays data"
Intelligent Data Analysis 11(2):175-188, 2007.

[3]            S. Garatti, M. Campi, S. Bittanti
 "The asymptotic model quality assessment for instrumental variable identification revisited"
System & Control Letters 55(6):494-500, 2006.

[2]            S. Garatti, M. Campi, S. Bittanti
"Assessing the quality of identified models through the asymptotic theory – When is the result reliable?" (regular paper)
 Automatica 40(8):1319-1332, 2004.

[1]            S. Garatti, S.M. Savaresi, S. Bittanti, L. La Brocca
"On the relationship between the user DB and the web-log file of a large virtual community: a data-mining approach"
Intelligent Data Analysis 8(6):579-600, 2004.

 

Chapters of International Books

[2]            M. Prandini, M. Campi, S. Garatti
"Controller design through random sampling: an example"
in: Advance in control theory and applications (eds. C. Bonivento, A. Isidori, L. Marconi, C. Rossi) – Springer Verlag, LCNIS series, 2007.

[1]            D. Liberati, S. Garatti, S. Bittanti
"Unsupervised mining of genes classifying Leukaemia"
in: Encyclopedia of Data Warehousing and Mining (ed. J. Wang) – Idea Group Publishing, 2005.

 

Papers in International Conference Proceedings

[21]          A. Carč, S. Garatti, M. Campi
"Randomized min-max optimization: the exact risk of multiple cost levels"
 50th IEEE Conference on Decision and Control and European Control Conference, Orlando, Florida, USA, 2011.

[20]          A. Carč, S. Garatti, M. Campi
"FAST: an algorithm for the scenario approach with reduced sample complexity"
 18th IFAC World Congress, Milan, Italy, 2011.

[19]          S. Bittanti, S. Garatti, M. Sarati
"Parameter estimation in induction motors: a comparison between the PE and the TS paradigm"
 18th IFAC World Congress, Milan, Italy, 2011.

[18]          M.C. Campi, S. Garatti
"Variable robustness control: principles and algorithms" (semiplenary lecture)
 19th International Symposium on Mathematical Theory of Networks and Systems (MTNS), Budapest, Hungary, 2010.

[17]          S. Garatti, R.R. Bitmead
"On re-sampling and uncertainty estimation in linear system identification"
 15th IFAC Symposium on System Identification (SYSID), Saint-Malo, France, 2009.

[16]          S. Garatti, S. Bittanti
"Paramter estimation in the Pacejka's tyre model through the TS method"
 15th IFAC Symposium on System Identification (SYSID), Saint-Malo, France, 2009.

[15]          S. Garatti, M.C. Campi
"L-inf layers and the probability of false prediction"
 15th IFAC Symposium on System Identification (SYSID), Saint-Malo, France, 2009.

[14]          S. Bittanti, S. Garatti
"Revisiting the basic issue of parameter estimation in system identification - a new approach for multi-value estimation"
 Proceedings of the 47th IEEE Conference on Decision and Control, Cancun, Mexico, 2008.

[13]          S. Garatti, S. Bittanti
"Estimation of white-box model parameters via artificial data generation: a two stage approach"
 Proceedings of the 17th IFAC World Congress, Seoul, Korea, 2008.

[12]          M. Campi, S. Garatti, M. Prandini
"The scenario approach for systems and control design" (survey paper)
 Proceedings of the 17th IFAC World Congress (also printed in the volume "Plenary Papers, Milestone Reports & Selected Survey Papers"), Seoul, Korea, 2008.

[11]          S. Garatti, S. Bittanti
"Parameter estimation via artificial data generation with the 'two-stage' approach"
 Proceedings of the 7th World Congress on Intelligent Control and Automation, Chongqing, China, 2008.

[10]          M. Campi, S. Garatti
"Modulating robustness in robust control: making it easy through randomization"
 Proceedings of the 46th IEEE Conference on Decision and Control, New Orleans, Louisiana, USA, 2007.

[9]            S. Bittanti, M. Campi, S. Garatti
 "Introducing robustness in iterative control"
 Proceedings of the 44th IEEE Conference on Decision and Control, Seville, Spain, 2005.

[8]            M. Campi, G. Calafiore, S. Garatti
"New results on the identification of interval predictor models"
 Proceedings of the 16th IFAC World Congress, Prague, Czech Republic, 2005.

[7]            S. Bittanti, S. Garatti, D. Liberati
"From DNA microarrays to disease classification: an unsupervised clustering approach"
Proceedings of the 16th IFAC World Congress, Prague, Czech Republic, 2005.

[6]            S. Bittanti, M. Campi, S. Garatti
"Some critical implementation issues in iterative robust control"
 Proceedings of the "IFAC workshop on Adaptation and Learning in Control and Signal Processing", Yokohama, Japan, 2004.

[5]            S. Garatti, S. Bittanti, M. Campi
"On the assessment of the model quality through the asymptotic theory for an Instrumental Variable setting"
Proceedings of the 42nd IEEE Conference on Decision and Control, Maui, Hawaii, USA, 2003.

[4]            S. Savaresi , S. Garatti, S. Bittanti.
"Modeling the relationships between the user DB and the web-log file of a large virtual community"
Proceedings of the 13th IFAC Symposium on System Identification, Rotterdam, the Netherlands 2003.

[3]            S. Savaresi, S. Garatti, S. Bittanti , L. La Brocca
"Data-Mining of a large virtual community: relationships between the users DB and the web-log file"
Proceedings of the 3rd SIAM International Conference on Data Mining, San Francisco, California, USA, 2003.

[2]            S. Bittanti, M. Campi, S. Garatti
"New results on the asymptotic theory of system identification for the assessment of the quality of estimated models"
Proceedings of the 41st IEEE Conference on Decision and Control, Las Vegas, Nevada, USA, 2002.

[1]            S. Bittanti, M. Campi, S. Garatti
"An iterative controller design scheme based on average robust control"
Proceedings of the 15th IFAC World Congress, Barcelona, Spain, 2002.

 

Papers in National Journals

[1]            D. Liberati, S. Bittanti, S. Garatti, Z. Zhao, M. Pappalettera
"Classificazione di leucemie mediante analisi di dati da microarray"
Automazione e Strumentazione, LIII(10):79-86, 2005.

 

Internal Reports

[4]            S. Garatti, M. Campi, S. Bittanti
"Introducing robustness in iterative control: an average randomized approach"
Internal Report N° 2004.19 – Politecnico di Milano, DEI.

[3]            S. Garatti, M. Campi, S. Bittanti
"The asymptotic model quality assessment for instrumental variable identification revisited"
Internal Report N° 2004.18 – Politecnico di Milano, DEI

[2]            S. Garatti
"Finding relationships between the users DB and the web-log file of a large Internet community: a data mining approach"
Internal Report N° 2002.48 – Politecnico di Milano, DEI

[1]            S. Bittanti, M. Campi, S. Garatti
"Assessing the quality of identified models through the asymptotic theory – When is the result reliable?"
Internal Report N° 2002.29 – Politecnico di Milano, DEI