Publications

@inproceedings{info:hdl:2013/205986c,

title = {Niching and evolutionary transitions in multi-agent systems},

author = {Anne Defaweux and Tom Lenaerts and S Maes and Karl Tuyls and P Remortel and K. Verbeeck and Ann Nowe and Bernard Manderick},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/205986},

year  = {2001},

date = {2001-01-01},

booktitle = {Genetic and Evolutionary Computation Conference: Evolutionary Computation and Multi-agent systems workshop},

pages = {309-312},

note = {Language of publication: en},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/205987c,

title = {Transitions in a simple evolutionary model},

author = {Tom Lenaerts and Anne Defaweux and P Beyens and Bernard Manderick},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/205987},

year  = {2001},

date = {2001-01-01},

booktitle = {Proceedings of the 6th European Conference on Artificial Life},

pages = {436-439},

publisher = {Springer},

note = {Language of publication: en},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76129,

title = {Lazy Learning vs. Fuzzy Systems: Two multiple-model approaches for adaptive control},

author = {Edy Bertolissi and Mauro Birattari and Gianluca Bontempi and Antoine Duchateau and Hugues Bersini},

url = {https://dipot.ulb.ac.be/dspace/bitstream/2013/76129/4/40d44369-ece0-4b20-8a7f-8baf9f513268.txt},

year  = {2000},

date = {2000-01-01},

booktitle = {International conference on artificial and computational intelligence for decision, control and automation in engineering and industrial applications},

note = {Conference: (Monastir, Tunisia)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76130,

title = {A multi-step-ahead prediction method based on local dynamic properties},

author = {Gianluca Bontempi and Mauro Birattari},

url = {https://dipot.ulb.ac.be/dspace/bitstream/2013/76130/4/3c8159f7-14c8-4f75-aa29-3d518adb14b9.txt},

year  = {2000},

date = {2000-01-01},

booktitle = {Proceedings of ESANN 2000},

pages = {311-316},

publisher = {D-Facto publ.},

note = {Conference: European Symposium on Artificial Neural Networks(Bruges, Belgium)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76131,

title = {Multiple models for adaptive control: the lazy and the fuzzy approach},

author = {Edy Bertolissi and Mauro Birattari and Gianluca Bontempi and Antoine Duchateau and Hugues Bersini},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/76131},

year  = {2000},

date = {2000-01-01},

booktitle = {IFAC SYSID 2000},

publisher = {Pergamon Press},

note = {Language of publication: en},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76133,

title = {Predicting stock markets in boundary conditions with local models},

author = {Gianluca Bontempi and Edy Bertolissi and Mauro Birattari},

url = {https://dipot.ulb.ac.be/dspace/bitstream/2013/76133/4/a17a30a2-b10f-484d-91c2-4843c7eb9573.txt},

year  = {2000},

date = {2000-01-01},

booktitle = {Proceedings of the IEEE/IAFE/INFORMS Conference on Computational Intelligence for Financial Engineering},

pages = {158-161},

note = {Language of publication: en},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76132,

title = {Data-Driven techniques for divide and conquer adaptive control},

author = {Edy Bertolissi and Mauro Birattari and Gianluca Bontempi and Antoine Duchateau and Hugues Bersini},

editor = {V Zakharov},

url = {https://dipot.ulb.ac.be/dspace/bitstream/2013/76132/4/cae24eb4-f16a-45ff-b4c1-f5200dc5420c.txt},

year  = {2000},

date = {2000-01-01},

booktitle = {IFAC CAO 2000: Control Applications of Optimization},

pages = {70-75},

publisher = {Elsevier Science},

note = {Conference: (3-6 July 2000: Sint Petersburg, Russia)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/205984c,

title = {The evolution of ROBDDs: preliminary results and a first analysis},

author = {Nick Van Remortel and Tom Lenaerts and Bernard Manderick},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/205984},

year  = {1999},

date = {1999-01-01},

booktitle = {Proceedings of the 4th International Conference on Evolvable Hardware},

pages = {249},

publisher = {Springer},

note = {Language of publication: en},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/73389,

title = {A bound on the cross-validation estimate for algorithm assessment},

author = {Gianluca Bontempi and Mauro Birattari},

editor = {Eric Postma and Marc Gyssens},

url = {https://dipot.ulb.ac.be/dspace/bitstream/2013/73389/1/73389.pdf},

year  = {1999},

date = {1999-01-01},

booktitle = {BNAIC'99: proceedings of the eleventh Belgium-Netherlands Artificial Intelligence Conference},

pages = {115-122},

note = {Conference: (November 3-4, 1999: Universiteit Maastricht, Maastricht, The Netherlands)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76128,

title = {Lazy Learners at work: the Lazy Learning Toolbox},

author = {Gianluca Bontempi and Mauro Birattari and Hugues Bersini},

editor = {Hans-Jürgen Zimmerman},

url = {https://dipot.ulb.ac.be/dspace/bitstream/2013/76128/4/187a3424-5fa6-4686-a6e4-e01bf379de01.txt},

year  = {1999},

date = {1999-01-01},

booktitle = {EUFIT '99: 7th European Congress on Intelligent Techniques and Soft Computing},

publisher = {Aachen},

note = {Conference: (September 13-16, 1999: Aachen, Germany)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/205983c,

title = {Building a genetic programming framework: The added-value of design patterns},

author = {Tom Lenaerts and Bernard Manderick},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/205983},

year  = {1998},

date = {1998-01-01},

booktitle = {Proceedings of the First European Workshop on Genetic Programming},

pages = {196-208},

publisher = {Springer},

note = {Language of publication: en},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/73391,

title = {Local learning for data analysis},

author = {Mauro Birattari and Gianluca Bontempi and Hugues Bersini},

editor = {F Verdenius and Wouter Van den Broeck},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/73391},

year  = {1998},

date = {1998-01-01},

booktitle = {Benelearn'98: Proceedings of the 8th Belgian-Dutch Conference on Machine Learning},

pages = {55-61},

note = {Conference: (1998: ATO-DLO, Wageningen, The Netherlands)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/73390,

title = {Lazy learning for iterated time-series prediction},

author = {Gianluca Bontempi and Mauro Birattari and Hugues Bersini},

editor = {J A K Suykens and Jean Claude Vandewalle},

url = {https://dipot.ulb.ac.be/dspace/bitstream/2013/73390/1/73390.pdf},

year  = {1998},

date = {1998-01-01},

booktitle = {Proceedings of the International Workshop on Advanced Black-Box Techniques for Nonlinear Modeling with Time-Series Prediction Modeling},

pages = {62-68},

note = {Conference: (July 8-10, 1998: Katholieke Universiteit Leuven, Belgium)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76123,

title = {Adaptive memory based regression methods},

author = {Hugues Bersini and Mauro Birattari and Gianluca Bontempi},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/76123},

year  = {1998},

date = {1998-01-01},

booktitle = {The 1998 IEEE International Joint Conference on Neural Networks: proceedings : IEEE World Congress on Computational Intelligence},

pages = {2402-2406},

publisher = {IEEE},

abstract = {The task of approximating a non linear mapping using a limited number of observations, asks the data analyst to make several choices involving the set of relevant variables and observations, the learning algorithm, and the validation protocol. In the case of models which are linear in the parameters (e.g. polynomials), statistical theory and economical cross-validation methods provide fast and effective ways to support these choices. However, when pure approximation performance is at stake, a unique linear structure to cover the whole range of data, is often far from optimal. Memory-based methods in contrast are well known to considerably improve the approximation performance, since all the regression analysis is done locally and repeated for each new query. In this paper, we discuss the use of these cross-validation procedures for selecting the features, the neighbors and the polynomial degree for each prediction. The possible automation of these selections on a query basis provides memory-based methods (generally not used in such a flexible way) with a larger degree of adaptivity. Experimental results in time series prediction are presented.},

note = {Conference: (May 4-May 9, 1998: Anchorage, Alaska, USA)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76124,

title = {Lazy learning for control design},

author = {Gianluca Bontempi and Mauro Birattari and Hugues Bersini},

url = {https://dipot.ulb.ac.be/dspace/bitstream/2013/76124/4/7764b6db-fa82-4789-b2b7-ac06fc7bd6eb.txt},

year  = {1998},

date = {1998-01-01},

booktitle = {6th European Symposium on Artificial Neural Networks: ESANN '98 : proceedings},

pages = {73-78},

publisher = {D facto},

note = {Conference: (April 22-23-24, 1998: Bruges, Belgium)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76125,

title = {Is readability compatible with accuracy ? From Neuro-Fuzzy to Lazy Learning},

author = {Hugues Bersini and Gianluca Bontempi and Mauro Birattari},

editor = {Wilfried Brauer},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/76125},

year  = {1998},

date = {1998-01-01},

booktitle = {Fuzzy-Neuro Systems '98 - Computational Intelligence: proceedings of the 5. International Workshop "Fuzzy-Neuro Systems '98" (FNS '98)},

pages = {10-25},

publisher = {Infix},

series = {PAI : proceedings in artificial intelligence},

note = {Conference: (March 19-20, 1998: Munich, Germany)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/243606c,

title = {Genetic programming and data mining: an empirical evaluation of basic functionalities},

author = {Tom Lenaerts and Dirk Deridder and Bernard Manderick},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/243606},

year  = {1997},

date = {1997-01-01},

booktitle = {Proceedings of the 9th Benelux Conference on Artificial intelligence},

pages = {59-68},

note = {Conference: BNAIC},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76122,

title = {Simulation of an intermodal container terminal to assist the management in the decision making process},

author = {Andrea Emilio Rizzoli and Luca Maria Gambardella and Gianluca Bontempi and Monaldo M Mastrolilli},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/76122},

year  = {1997},

date = {1997-01-01},

booktitle = {Proceedings of the International Congress on Modelling and Simulation MODSIM'97},

note = {Conference: (8-11 December 1997: University of Tasmania, Hobart)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76121,

title = {Identification of a sensor model with hybrid neuro-fuzzy methods},

author = {Gianluca Bontempi and Hugues Bersini},

editor = {A B Bulsari and S Kallio},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/76121},

year  = {1997},

date = {1997-01-01},

booktitle = {Proceedings of the 1997 International Conference on Engineering Applications of Neural Networks (EANN '97): Neural Networks in Engineering systems},

pages = {325-328},

note = {Conference: International Conference on Engineering Applications of Neural Networks(Stockolm, Sweden)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/73394,

title = {Combining Dynamic Programming and Neurocontrol: Some Basic Issues},

author = {Hugues Bersini and Mauro Birattari and Gianluca Bontempi},

editor = {Hugues Bersini and Marco Dorigo and P Y Glorennec and L Jouffe and E Anquetil},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/73394},

year  = {1997},

date = {1997-01-01},

booktitle = {Third European Workshop on Reinforcement Learning},

note = {Conference: (October 13-14: Rennes, France)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/73393,

title = {Lazy learning indirect control for discrete time non-linear systems},

author = {Gianluca Bontempi and Mauro Birattari},

editor = {T A Johansen and B A Foss},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/73393},

year  = {1997},

date = {1997-01-01},

booktitle = {Abstracts of Workshop on Multiple Model Approaches to Modelling and Control},

pages = {72-80},

note = {Conference: (Trondheim, Norway)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76119,

title = {Simulation and optimisation for management of intermodal terminals},

author = {Gianluca Bontempi and Luca Maria Gambardella and Andrea Emilio Rizzoli},

editor = {Ali Riza Kaylan and Axel Lehmann},

url = {https://dipot.ulb.ac.be/dspace/bitstream/2013/76119/4/2443536e-f79e-4839-920a-6b03fd40078f.txt},

year  = {1997},

date = {1997-01-01},

booktitle = {11th European Simulation Multiconference, ESM '97: gaining competitive advantage through simulation technologies},

pages = {646-652},

publisher = {SCS International},

note = {Conference: (June 1-4, 1997: Bou gazic ci University, Istanbul)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76118,

title = {Fuzzy models viewed as multi-expert networks},

author = {Hugues Bersini and Gianluca Bontempi},

url = {https://dipot.ulb.ac.be/dspace/bitstream/2013/76118/4/856437a3-1903-476a-aac2-a7fa4c976b02.txt},

year  = {1997},

date = {1997-01-01},

booktitle = {IFSA'97 Prague: proceedings seventh International Fuzzy Systems Association World Congress},

pages = {354-359},

publisher = {Academia},

note = {Conference: (June 25-29, 1997: University of Economics, Prague, Czech Republic)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76117,

title = {Simulation and Forecasting in an Intermodal Container Terminal},

author = {Luca Maria Gambardella and Gianluca Bontempi and {É}ric Taillard},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/76117},

year  = {1996},

date = {1996-01-01},

booktitle = {Proceedings of the 8th European Simulation Symposium},

pages = {626-630},

publisher = {SCS International},

note = {Conference: European Simulation Symposium(8: Ghent, Belgium)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/75866c,

title = {Qua.Si. III: a software tool for simulation of fuzzy dynamical systems},

author = {Gianluca Bontempi},

editor = {Andras Javor and Axel Lehmann and Istvan Molnar},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/75866},

year  = {1996},

date = {1996-01-01},

booktitle = {Modelling and simulation 1996: ESM'96},

pages = {615-619},

publisher = {Society for Computer Simulation},

note = {Conference: European simulation multiconference(June 2-6, 1996: Budapest University of Economic Sciences, Budapest, Hungary)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/70185,

title = {Comparing RBF and Fuzzy Inference Systems on theoretical and practical basis},

author = {Hugues Bersini and Gianluca Bontempi and Christine Decaestecker},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/70185},

year  = {1995},

date = {1995-01-01},

booktitle = {Proc. ICANN'95 (Int. Conf. on Artificial Neural Networks)},

pages = {pp 169-174},

publisher = {F. Fogelman-Soulié and P. Gallinary (eds)},

series = {EC2 & Cie},

note = {Conference: (Paris)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/75862b,

title = {Towards Neuro-Fuzzy Defuzzification in Benelearn '95},

author = {Hugues Bersini and Gianluca Bontempi and Christine Decaestecker},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/75862},

year  = {1995},

date = {1995-01-01},

booktitle = {Proceedings of the 5th Belgian-Dutch Conference on Machine Learning},

pages = {91-98},

publisher = {.},

note = {Conference: Belgian-Dutch Conference on Machine Learning(5: September 1995: Bruxelles, Belgium)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/76139,

title = {Qua.Si. I and Qua.SI. II: A Qualitative Simulation Approach for Fuzzy Models},

author = {Andrea Bonarini and Gianluca Bontempi},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/76139},

year  = {1994},

date = {1994-01-01},

booktitle = {Atti del gruppo di lavoro sul Ragionamento Qualitativo of IV Convegno dell'Associazione Italiana per l'Intelligenza Artificiale AI*IA},

pages = {23-26},

note = {Conference: (Parma, Italy)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{info:hdl:2013/75860,

title = {Qua.Si.: a qualitative simulation approach for fuzzy models},

author = {Andrea Bonarini and Gianluca Bontempi},

editor = {Antoni Guasch and Rudolf Maria Huber},

url = {http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/75860},

year  = {1994},

date = {1994-01-01},

booktitle = {Modelling and simulation 1994: ESM'94},

pages = {420-424},

publisher = {Society for Computer Simulation},

note = {Conference: European simulation multiconference(June 1-3, 1994: Universitat Politecnica de Catalunya, Barcelona, Spain)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}