Paolo Campigotto
Borsista post-dottorato/ Post-doctoral fellow
Università degli Studi di Trento,
DISI - Dipartimento di Ingegneria e Scienza dell'Informazione
Gruppo di ricerca
machine Learning and Intelligent OptimizatioN
LION /
machine Learning and Intelligent OptimizatioN
(LION) research group
Informazioni in breve / Quick information
Breve biografia / Short bio
I'm member of the
LION lab (DISI laboratory for machine learning and intelligent optimization) at the Università di Trento.
In 2007 I got my Msc in Computer Science and in 2010 I received my Phd in Information and Communication Technologies, both from the Università di Trento.
Temi di ricerca / Research topics and projects
My research interests are in optimization and interactive
decision making, focusing on combinatorial problems, interactive multi-objective
optimization and preference elicitation techniques.
Didattica / Teaching
Teaching Assistant for the "Advanced Algorithms" course
lecturer Prof. Roberto Battiti, 3rd year of the Bachelor Degree Course in Computer Science, University of Trento (2008-2009).
Teaching Assistant for the "Advanced Algorithms" course
lecturer Prof. Mauro Brunato, 3rd year of the Bachelor Degree Course in Computer Science, University of Trento (2009-2010).
Teaching Assistant for the "Advanced Algorithms" course
lecturer Prof. Roberto Battiti, 3rd year of the Bachelor Degree Course in Computer Science, University of Trento (2010-2011).
Pubblicazioni / Publications
Book chapters
Roberto Battiti and Paolo Campigotto,
An Investigation of Reinforcement Learning for Reactive Search Optimization, in Y. Hamadi et al. (Eds.), Autonomous Search, Springer Verlag, in press.
(Preliminary version) pdf
Conference proceedings
Paolo Campigotto, Andrea Passerini and Roberto Battiti,
Active Learning of Combinatorial Features for Interactive Optimization, in LION V: Learning and Intelligent OptimizatioN Conference, Rome, Italy, Jan 17-21, 2011.
pdf
Paolo Campigotto, Andrea Passerini and Roberto Battiti,
Handling concept drift in preference learning for interactive decision making,
in International Workshop on Handling Concept Drift in Adaptive Information Systems - HaCDAIS 2010 (in conjunction with the
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2010), Barcelona, Catalonia, Spain, Sept 24, 2010. (Online proceedings).
pdf
Paolo Campigotto and Andrea Passerini,
Adapting to a realistic decision maker: experiments towards a reactive multi-objective optimizer, in LION IV: Learning and Intelligent OptimizatioN Conference, Venice, Italy, Jan 18-22, 2010.
pdf
Roberto Battiti and Paolo Campigotto,
Reactive Search Optimization: Learning While Optimizing. An Experiment in Interactive Multi-Objective Optimization, in
MIC2009, VIII Metaheuristic International Conference, 2010.
pdf
Roberto Battiti and Paolo Campigotto,
Reinforcement Learning
and Reactive Search: an adaptive MAX-SAT solver, in ECAI 08: 18th European Conference on Artificial Intelligence, Patras, Greece, Jul 21-25, 2008.
pdf
Roberto Battiti and Paolo Campigotto,
Penalties may have collateral effects. A MAX-SAT analysis, in Workshop on Modeling and Solving Problems with Constraints (in conjunction with the 18th European Conference on Artificial Intelligence, ECAI 2008), Patras, Greece, Jul 21-22, 2008. (Online proceedings).
pdf
Roberto Battiti, Mauro Brunato, and Paolo Campigotto,
Learning while Optimizing an Unknown Fitness Surface, in LION II: Learning and Intelligent OptimizatioN Conference, Trento, Italy, Dec 10-12, 2007.
pdf
Technical reports
Roberto Battiti and Paolo Campigotto,
Reactive search for Max-Sat: Diversification-Bias properties with prohibitions and penalties, Internal Report, No. DIT-07-058, University of Trento, Trento, Italy, 2007.
Conference presentations
Roberto Battiti and Paolo Campigotto,
Brain-machine optimization: learning objective functions by interacting with the final user , in XXII Conference of the European Chapter on Combinatorial Optimization (ECCO XXII), Jerusalem, Israel, May 17-19, 2009.
Roberto Battiti and Paolo Campigotto,
Reactive search for MAX-SAT: diversification-bias properties with prohibitions and penalties, in First Workshop on Autonomous Search, Providence, Rhode Island, September 23, 2007.
Paolo Campigotto and Roberto Battiti,
Preprocessing SAT instances for reactive-search
based SAT solvers, in XXII European Conference on Operational Research, Prague, July 8-11, 2007.
