@INCOLLECTION{Gagliolo2010Algorithm, author = {Matteo Gagliolo and Catherine Legrand}, title = {Algorithm Survival Analysis}, booktitle = {Empirical Methods for the Analysis of Optimization Algorithms}, editor = {Thomas Bartz-Beielstein and Marco Ciarandini and Lu\'{i}s Paquete and Mike Preuss}, pages = {159-182}, publisher = {Springer}, series = {Natural Computing}, year = {2010}, note = {To appear} } @INPROCEEDINGS{Gagliolo2009Mixed, author = {Matteo Gagliolo and Catherine Legrand and Mauro Birattari}, title = {Mixed-Effects Modeling of Optimisation Algorithm Performance.}, booktitle = {Engineering Stochastic Local Search Algorithms. Designing, Implementing and Analyzing Effective Heuristics, Second International Workshop, SLS 2009, Brussels, Belgium, September 3-4, 2009. Proceedings}, editor = {Thomas St\"{u}tzle and Mauro Birattari and Holger H. Hoos}, pages = {150-154}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, volume = {5752}, year = {2009}, url = {http://dx.doi.org/10.1007/978-3-642-03751-1_17}, doi = {10.1007/978-3-642-03751-1_17}, isbn = {978-3-642-03750-4} } @INPROCEEDINGS{Gagliolo2008Towards, author = {Matteo Gagliolo and J\"{u}rgen Schmidhuber}, title = {Towards Distributed Algorithm Portfolios}, booktitle = {International Symposium on Distributed Computing and Artificial Intelligence 2008 (DCAI 2008)}, editor = {Juan M. Corchado and Sara Rodr\'{i}guez and James Llinas and Jos\'{e} M. Molina}, publisher = {Springer}, series = {Advances in Soft Computing}, volume = {50}, pages = {634-643}, year = {2008}, doi = {10.1007/978-3-540-85863-8_75}, isbn = {978-3-540-85862-1}, url = {http://www.idsia.ch/~matteo/Gagliolo08DCAI.pdf} } @TECHREPORT{Gagliolo2008Algorithm-tr, author = {Matteo Gagliolo and J\"{u}rgen Schmidhuber}, title = {Algorithm Selection as a Bandit Problem with Unbounded Losses}, institution = {IDSIA}, year = {2008}, number = {IDSIA - 07 - 08}, month = {July}, url = {http://arxiv.org/abs/0807.1494}, note = {To appear in LION4 Proceedings, Springer LNCS, 2010} } @ARTICLE{Gagliolo2007Universal, author = {Matteo Gagliolo}, title = {Universal Search}, journal = {Scholarpedia}, year = {2007}, volume = {2}, pages = {2575}, number = {11}, month = {nov}, url = {http://www.scholarpedia.org/article/Universal_Search} } @INPROCEEDINGS{Gagliolo2007Learning, author = {Matteo Gagliolo and J\"{u}rgen Schmidhuber}, title = {Learning restart strategies}, booktitle = {IJCAI 2007 --- Twentieth International Joint Conference on Artificial Intelligence, vol. 1}, year = {2007}, editor = {Manuela M. Veloso}, pages = {792-797}, month = {January}, publisher = {AAAI Press}, url = {http://www.ijcai.org/papers07/Papers/IJCAI07-127.pdf} } @ARTICLE{Gagliolo2006Learning, author = {Matteo Gagliolo and J\"{u}rgen Schmidhuber}, title = {Learning Dynamic Algorithm Portfolios}, journal = {Annals of Mathematics and Artificial Intelligence}, year = {2006}, volume = {47}, pages = {295--328}, number = {3--4}, month = {August}, note = {{AI}\&{MATH} 2006 Special Issue}, doi = {10.1007/s10472-006-9036-z}, url = {http://www.springerlink.com/content/g10248526jq91k52/} } @UNPUBLISHED{Gagliolo2006Gambling, author = {Matteo Gagliolo and J\"{u}rgen Schmidhuber}, title = {Gambling in a Computationally Expensive Casino: Algorithm Selection as a Bandit Problem}, note = {NIPS 2006 Workshop on Online Trading of Exploration and Exploitation}, year = {2006}, url = {http://www.idsia.ch/~matteo/Gagliolo06NIPSEEWS.pdf} } @INPROCEEDINGS{Gagliolo2006Impact, author = {Matteo Gagliolo and J\"{u}rgen Schmidhuber}, title = {Impact of censored sampling on the performance of restart strategies}, booktitle = {Principle and Practice of Constraint Programming - CP 2006, 12th International Conference, CP 2006, Nantes, France, September 25-29, 2006, Proceedings}, year = {2006}, editor = {F. Benhamou}, volume = {4204}, series = {Lecture Notes in Computer Science}, pages = {167--181}, month = {September}, publisher = {Springer}, doi = {10.1007/11889205_14}, isbn = {978-3-540-46267-5}, url = {http://www.idsia.ch/~matteo/Gagliolo06CP.pdf} } @UNPUBLISHED{Gagliolo2006Dynamic-abs, author = {Matteo Gagliolo}, title = {Dynamic Meta Learning}, note = {50th Anniversary Summit of Artificial Intelligence, Monte Verit\'a, Switzerland}, month = {July}, year = {2006}, url = {http://www.idsia.ch/~matteo/Gagliolo06AI50.pdf} } @ARTICLE{Schmidhuber2007Training, author = {J\"{u}rgen Schmidhuber and Daan Wierstra and Matteo Gagliolo and Faustino Gomez}, title = {Training recurrent networks by Evolino}, journal = {Neural computation}, year = {2007}, volume = {19}, pages = {757--779}, number = {3}, month = {March}, doi = {10.1162/neco.2007.19.3.757}, url = {http://www.idsia.ch/~tino/papers/schmidhuber.neco07.pdf} } @INPROCEEDINGS{Schmidhuber2006Evolino, author = {J\"{u}rgen Schmidhuber and Matteo Gagliolo and Daan Wierstra and Faustino Gomez}, title = {Evolino for Recurrent Support Vector Machines}, booktitle = {ESANN '06 --- 14 th European Symposium on Artificial Neural Networks}, year = {2006}, editor = {Michel Verleysen}, pages = {593--598}, address = {Evere, Belgium}, month = {April}, publisher = {d-side}, note = {--- Extended tech. report available at \texttt{http://www.idsia.ch/idsiareport/{IDSIA}-19-05.v2.pdf}}, isbn = {2-930307-06-4}, url = {http://www.idsia.ch/idsiareport/IDSIA-19-05.v2.pdf} } @UNPUBLISHED{Gagliolo2006Dynamic, author = {Matteo Gagliolo and J\"{u}rgen Schmidhuber}, title = {Dynamic Algorithm Portfolios}, note = {Ninth International Symposium on Artificial Intelligence and Mathematics}, month = {January}, year = {2006}, url = {http://anytime.cs.umass.edu/aimath06/proceedings/P37.pdf} } @UNPUBLISHED{Gagliolo2005Towards, author = {Matteo Gagliolo and J\"{u}rgen Schmidhuber}, title = {Towards Life-Long Meta Learning}, note = {Inductive Transfer : 10 Years Later - NIPS 2005 workshop}, month = {December}, year = {2005}, url = {http://iitrl.acadiau.ca/itws05/Papers/ITWS09-Gagliolo_REV.pdf} } @INPROCEEDINGS{Gagliolo2005Neural, author = {Matteo Gagliolo and J\"{u}rgen Schmidhuber}, title = {A Neural Network Model for Inter-Problem Adaptive Online Time Allocation}, booktitle = {Artificial Neural Networks: Formal Models and Their Applications - ICANN 2005, 15th International Conference, Warsaw, Poland, September 11-15, 2005, Proceedings, Part 2}, year = {2005}, editor = {W{\l}odzis{\l}aw Duch and Janusz Kacprzyk and Erkki Oja and S{\l}awomir Zadro\.{z}ny}, pages = {7-12}, month = {September}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, volume = {3697}, doi = {10.1007/11550907_2}, isbn = {978-3-540-28755-1}, url = {http://www.idsia.ch/~matteo/Gagliolo05ICANN.pdf} } @INPROCEEDINGS{Gagliolo2004Adaptive, author = {Matteo Gagliolo and Viktor Zhumatiy and J\"{u}rgen Schmidhuber}, title = {Adaptive Online Time Allocation to Search Algorithms}, booktitle = {Machine Learning: {ECML} 2004. Proceedings of the 15th European Conference on Machine Learning, Pisa, Italy, September 20-24, 2004}, year = {2004}, editor = {J.F. Boulicaut and F.Esposito and F. Giannotti and Dino Pedreschi}, pages = {134-143}, month = {September}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, volume = {3201}, doi = {10.1007/b100702}, isbn = {978-3-540-23105-9}, note = {--- Extended tech. report available at \texttt{http://www.idsia.ch/idsiareport/{IDSIA}-23-04.ps.gz}}, url = {http://www.idsia.ch/idsiareport/IDSIA-23-04.ps.gz} } @INPROCEEDINGS{Schmidhuber2004Bias-Optimal, author = {J\"{u}rgen Schmidhuber and Viktor Zhumatiy and Matteo Gagliolo}, title = {Bias-Optimal Incremental Learning of Control Sequences for Virtual Robots}, booktitle = {Proc. 8th Conference on Intelligent Autonomous Systems {IAS}-8}, year = {2004}, editor = {F. Groen et al.}, pages = {658-665}, address = {Amsterdam, {NL}}, publisher = {{IOS} Press} } @INPROCEEDINGS{Anguita2002MDL, author = {Davide Anguita and Matteo Gagliolo}, title = {{MDL} Based Model Selection for Relevance Vector Regression}, booktitle = {Artificial Neural Networks - {ICANN} 2002}, year = {2002}, editor = {J.R. Dorronsoro}, pages = {468--473}, month = {August}, publisher = {Springer}, series = {Lecture Notes in Computer Science}, volume = {2415}, isbn ={978-3-540-44074-1}, doi = {10.1007/3-540-46084-5_76}, url = {http://www.idsia.ch/~matteo/Anguita02ICANN.pdf} }