@misc{pahikkala2010greedyrls,
author = {Pahikkala, Tapio and Airola, Antti and Salakoski, Tapio},
title = {Linear Time Feature Selection for Regularized Least-Squares},
year = {2010},
note = {Submitted.},
eprint = {arXiv:1003.3570},
url = {http://arxiv.org/abs/1003.3570}
}
@inproceedings{gieseke2009evolutionary,
author = {Gieseke, Fabian and Pahikkala, Tapio and Kramer, Oliver},
title = {Fast evolutionary maximum margin clustering},
booktitle = {ICML '09: Proceedings of the 26th Annual International Conference
on Machine Learning},
year = {2009},
editor = {L\'{e}on Bottou and Michael Littman},
volume = {382},
series = {ACM International Conference Proceeding Series},
pages = {361--368},
address = {New York, NY, USA},
month = {June},
publisher = {ACM},
doi = {http://doi.acm.org/10.1145/1553374.1553421},
file = {245.pdf:http\://www.cs.mcgill.ca/~icml2009/papers/245.pdf:PDF},
isbn = {978-1-60558-516-1},
location = {Montreal, Quebec, Canada}
}
@article{pahikkala2009preferences,
author = {Tapio Pahikkala and Evgeni Tsivtsivadze and Antti Airola and Jouni J{\"a}rvinen and Jorma Boberg},
title = {An Efficient Algorithm for Learning to Rank from Preference Graphs},
year = {2009},
journal = {Machine Learning},
volume = {75},
number = {1},
pages = {129--165},
pdf = {http://www.tucs.fi/publications/attachment.php?fname=jPaTsAiJaBo09a.full.pdf},
doi = {http://dx.doi.org/10.1007/s10994-008-5097-z}
}
@inproceedings{pahikkala2008lpocv,
author = {Pahikkala, Tapio and Airola, Antti and Boberg, Jorma and Salakoski, Tapio},
title = {Exact and Efficient Leave-Pair-Out Cross-Validation for Ranking {RLS}},
booktitle = {Proceedings of the 2nd International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning (AKRR'08)},
editor = {Timo Honkela and Matti P{\"o}ll{\"a} and Mari-Sanna Paukkeri and Olli Simula},
publisher = {Helsinki University of Technology},
pages = {1--8},
year = {2008},
pdf = {http://www.tucs.fi/publications/attachment.php?fname=inpPaAiBoSa08a.pdf}
}
@incollection{pahikkala2008aucmax,
author = {Pahikkala, Tapio and Airola, Antti and Suominen, Hanna and Boberg, Jorma and Salakoski, Tapio},
title = {Efficient {AUC} Maximization with Regularized Least-Squares},
booktitle = {Proceedings of the 10th Scandinavian Conference on Artificial Intelligence (SCAI 2008)},
year = {2008},
publisher = {IOS Press},
editor = {Anders Holst and Per Kreuger and Peter Funk},
volume = {173},
pages = {12--19},
address = {Amsterdam, Netherlands},
series = {Frontiers in Artificial Intelligence and Applications},
pdf = {http://www.tucs.fi/publications/attachment.php?fname=inpPaAiSuBoSa08a.pdf}
}
@inproceedings{tsivt08sparse,
author = {Evgeni Tsivtsivadze and Tapio Pahikkala and Antti Airola and Jorma Boberg and Tapio Salakoski},
title = {A Sparse Regularized Least-Squares Preference Learning Algorithm},
booktitle = {Proceedings of the 10th Scandinavian Conference on Artificial Intelligence (SCAI 2008)},
publisher = {IOS Press},
editor = {Anders Holst and Per Kreuger and Peter Funk},
volume = {173},
pages = {76--83},
year = {2008},
pdf = {http://www.tucs.fi/publications/attachment.php?fname=inpTsPaAiBoSa08a.pdf}
}
@inproceedings{pahikkala2007rankrls,
author = {Tapio Pahikkala and Evgeni Tsivtsivadze and Antti Airola and Jorma Boberg and Tapio Salakoski},
title = {Learning to Rank with Pairwise Regularized Least-Squares},
booktitle = {SIGIR 2007 Workshop on Learning to Rank for Information Retrieval},
editor = {Joachims, Thorsten and Li, Hang and Liu, Tie-Yan and Zhai, ChengXiang},
pages = {27--33},
year = {2007},
pdf = {http://www.tucs.fi/publications/attachment.php?fname=inpPaTsAiBoSa07a.pdf}
}
@inproceedings{pahikkala06rls,
author = {Tapio Pahikkala and Jorma Boberg and Tapio Salakoski},
title = {Fast n-Fold Cross-Validation for Regularized Least-Squares},
booktitle = {Proceedings of the Ninth Scandinavian Conference on Artificial Intelligence},
editor = {Timo Honkela and Tapani Raiko and Jukka Kortela and Harri Valpola},
pages = {83--90},
year = {2006},
publisher = {Otamedia Oy},
address = {Espoo, Finland},
location = {Espoo, Finland},
pdf = {http://www.tucs.fi/publications/attachment.php?fname=inpPaBoSa06a.pdf}
}
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