-
1
-
-
74849083829
-
Effective and efficient multilabel classification in domains with large number of labels
-
Antwerp, Belgium
-
G. Tsoumakas, I. Katakis, I. Vlahavas, Effective and efficient multilabel classification in domains with large number of labels, in: Proceedings of the ECML/PKDD-08 Workshop on Mining Multidimensional Data (MMD-08), Antwerp, Belgium, 2008.
-
(2008)
Proceedings of the ECML/PKDD-08 Workshop on Mining Multidimensional Data (MMD-08)
-
-
Tsoumakas, G.1
Katakis, I.2
Vlahavas, I.3
-
2
-
-
77956208484
-
Multilabel text classification for automated tag suggestion
-
Antwerp, Belgium
-
I. Katakis, G. Tsoumakas, I. Vlahavas, Multilabel text classification for automated tag suggestion, in: Proceedings of the ECML/PKDD-08 Workshop on Discovery Challenge, Antwerp, Belgium, 2008.
-
(2008)
Proceedings of the ECML/PKDD-08 Workshop on Discovery Challenge
-
-
Katakis, I.1
Tsoumakas, G.2
Vlahavas, I.3
-
4
-
-
0036505670
-
A comparison of methods for multi-class support vector machines
-
Hsu C.-W., and Lin C.-J. A comparison of methods for multi-class support vector machines. IEEE Transactions on Neural Networks 13 2 (2002) 415-425
-
(2002)
IEEE Transactions on Neural Networks
, vol.13
, Issue.2
, pp. 415-425
-
-
Hsu, C.-W.1
Lin, C.-J.2
-
6
-
-
52949105710
-
Multilabel classification via calibrated label ranking
-
Fürnkranz J., Hüllermeier E., Loza Mencía E., and Brinker K. Multilabel classification via calibrated label ranking. Machine Learning 73 2 (2008) 133-153
-
(2008)
Machine Learning
, vol.73
, Issue.2
, pp. 133-153
-
-
Fürnkranz, J.1
Hüllermeier, E.2
Loza Mencía, E.3
Brinker, K.4
-
7
-
-
0142228873
-
A family of additive online algorithms for category ranking
-
Crammer K., and Singer Y. A family of additive online algorithms for category ranking. Journal of Machine Learning Research 3 6 (2003) 1025-1058
-
(2003)
Journal of Machine Learning Research
, vol.3
, Issue.6
, pp. 1025-1058
-
-
Crammer, K.1
Singer, Y.2
-
8
-
-
38049160552
-
Efficient pairwise classification
-
J.N. Kok, J. Koronacki, R. Lopez de Mantaras, S. Matwin, D. Mladenič, A. Skowron Eds, Warsaw, Poland, Springer, Berlin
-
S.-H. Park, J. Fürnkranz, Efficient pairwise classification, in: J.N. Kok, J. Koronacki, R. Lopez de Mantaras, S. Matwin, D. Mladenič, A. Skowron (Eds.), Proceedings of 18th European Conference on Machine Learning (ECML-07), Warsaw, Poland, Springer, Berlin, 2007, pp. 658-665.
-
(2007)
Proceedings of 18th European Conference on Machine Learning (ECML-07)
, pp. 658-665
-
-
Park, S.-H.1
Fürnkranz, J.2
-
9
-
-
77649232648
-
Advances in efficient pairwise multilabel classification
-
Technical Report TUD-KE-2008-06, TU Darmstadt, Knowledge Engineering Group, available at
-
E. Loza Mencía, S.-H. Park, J. Fürnkranz, Advances in efficient pairwise multilabel classification, Technical Report TUD-KE-2008-06, TU Darmstadt, Knowledge Engineering Group, available at 〈http://www.ke.informatik.tu-darmstadt.de/publications/reports/tud-ke-2008-06.pdf〉, 2008.
-
(2008)
-
-
Loza Mencía, E.1
Park, S.-H.2
Fürnkranz, J.3
-
10
-
-
77649235139
-
A comparison of decompositive multi-label classification models
-
G. Tsoumakas, I. Katakis, E. Loza Mencía, S.-H. Park, J. Fürnkranz, A comparison of decompositive multi-label classification models, in: Proceedings of ECML/PKDD 2009 Workshop on Preference Learning, 2009.
-
(2009)
Proceedings of ECML/PKDD 2009 Workshop on Preference Learning
-
-
Tsoumakas, G.1
Katakis, I.2
Loza Mencía, E.3
Park, S.-H.4
Fürnkranz, J.5
-
11
-
-
11144273669
-
The perceptron: a probabilistic model for information storage and organization in the brain
-
Rosenblatt F. The perceptron: a probabilistic model for information storage and organization in the brain. Psychological Review 65 6 (1958) 386-408
-
(1958)
Psychological Review
, vol.65
, Issue.6
, pp. 386-408
-
-
Rosenblatt, F.1
-
14
-
-
0033281425
-
Large margin classification using the perceptron algorithm
-
Freund Y., and Schapire R.E. Large margin classification using the perceptron algorithm. Machine Learning 37 3 (1999) 277-296
-
(1999)
Machine Learning
, vol.37
, Issue.3
, pp. 277-296
-
-
Freund, Y.1
Schapire, R.E.2
-
15
-
-
26944490691
-
A new perspective on an old perceptron algorithm
-
Springer, Berlin
-
S. Shalev-Shwartz, Y. Singer, A new perspective on an old perceptron algorithm, in: Learning Theory, 18th Annual Conference on Learning Theory (COLT 2005), Springer, Berlin, 2005, pp. 264-278.
-
(2005)
Learning Theory, 18th Annual Conference on Learning Theory (COLT
, pp. 264-278
-
-
Shalev-Shwartz, S.1
Singer, Y.2
-
16
-
-
1942418654
-
The perceptron algorithm with uneven margins
-
Y. Li, H. Zaragoza, R. Herbrich, J. Shawe-Taylor, J.S. Kandola, The perceptron algorithm with uneven margins, in: Machine Learning, Proceedings of the Nineteenth International Conference (ICML 2002), 2002, pp. 379-386.
-
(2002)
Machine Learning, Proceedings of the Nineteenth International Conference (ICML
, pp. 379-386
-
-
Li, Y.1
Zaragoza, H.2
Herbrich, R.3
Shawe-Taylor, J.4
Kandola, J.S.5
-
17
-
-
33646371466
-
Online passive-aggressive algorithms
-
Crammer K., Dekel O., Keshet J., Shalev-Shwartz S., and Singer Y. Online passive-aggressive algorithms. Journal of Machine Learning Research 7 (2006) 551-585
-
(2006)
Journal of Machine Learning Research
, vol.7
, pp. 551-585
-
-
Crammer, K.1
Dekel, O.2
Keshet, J.3
Shalev-Shwartz, S.4
Singer, Y.5
-
19
-
-
34547971583
-
Approximate maximum margin algorithms with rules controlled by the number of mistakes
-
Z. Ghahramani (Ed, Machine Learning, Proceedings of the Twenty-Fourth International Conference on Machine Learning ICML, ACM, New York
-
P. Tsampouka, J. Shawe-Taylor, Approximate maximum margin algorithms with rules controlled by the number of mistakes, in: Z. Ghahramani (Ed.), Machine Learning, Proceedings of the Twenty-Fourth International Conference on Machine Learning (ICML 2007), ACM International Conference Proceeding Series, vol. 227, ACM, New York, 2007, pp. 903-910.
-
(2007)
ACM International Conference Proceeding Series
, vol.227
, pp. 903-910
-
-
Tsampouka, P.1
Shawe-Taylor, J.2
-
20
-
-
50949133669
-
Liblinear: a library for large linear classification
-
Fan R.-E., Chang K.-W., Hsieh C.-J., Wang X.-R., and Lin C.-J. Liblinear: a library for large linear classification. Journal of Machine Learning Research 9 (2008) 1871-1874
-
(2008)
Journal of Machine Learning Research
, vol.9
, pp. 1871-1874
-
-
Fan, R.-E.1
Chang, K.-W.2
Hsieh, C.-J.3
Wang, X.-R.4
Lin, C.-J.5
-
21
-
-
84957087567
-
Improved pairwise coupling classification with correcting classifiers
-
Nedellec C., and Rouveirol C. (Eds), Springer, Berlin
-
Moreira M., and Mayoraz E. Improved pairwise coupling classification with correcting classifiers. In: Nedellec C., and Rouveirol C. (Eds). ECML of Lecture Notes in Computer Science vol. 1398 (1998), Springer, Berlin 160-171
-
(1998)
ECML of Lecture Notes in Computer Science
, vol.1398
, pp. 160-171
-
-
Moreira, M.1
Mayoraz, E.2
-
22
-
-
31444436018
-
Multi-classification by using tri-class svm
-
Angulo C., Ruiz F., González L., and Ortega J.A. Multi-classification by using tri-class svm. Neural Processing Letters 23 1 (2006) 89-101
-
(2006)
Neural Processing Letters
, vol.23
, Issue.1
, pp. 89-101
-
-
Angulo, C.1
Ruiz, F.2
González, L.3
Ortega, J.A.4
-
23
-
-
38048998763
-
A unified model for multilabel classification and ranking
-
G. Brewka, S. Coradeschi, A. Perini, P. Traverso Eds
-
K. Brinker, J. Fürnkranz, E. Hüllermeier, A unified model for multilabel classification and ranking, in: G. Brewka, S. Coradeschi, A. Perini, P. Traverso (Eds.), Proceedings of the 17th European Conference on Artificial Intelligence (ECAI-06), 2006.
-
(2006)
Proceedings of the 17th European Conference on Artificial Intelligence (ECAI-06)
-
-
Brinker, K.1
Fürnkranz, J.2
Hüllermeier, E.3
-
24
-
-
45549117987
-
Term-weighting approaches in automatic text retrieval
-
Salton G., and Buckley C. Term-weighting approaches in automatic text retrieval. Information Processing and Management 24 5 (1988) 513-523
-
(1988)
Information Processing and Management
, vol.24
, Issue.5
, pp. 513-523
-
-
Salton, G.1
Buckley, C.2
-
26
-
-
56049120625
-
Efficient pairwise multilabel classification for large-scale problems in the legal domain
-
W. Daelemans, B. Goethals, K. Morik Eds, Antwerp, Belgium, Springer, Berlin
-
E. Loza Mencía, J. Fürnkranz, Efficient pairwise multilabel classification for large-scale problems in the legal domain, in: W. Daelemans, B. Goethals, K. Morik (Eds.), Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD-2008), Part II, Antwerp, Belgium, Springer, Berlin, 2008, pp. 50-65.
-
(2008)
Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD-2008), Part II
, pp. 50-65
-
-
Loza Mencía, E.1
Fürnkranz, J.2
-
27
-
-
3042597440
-
Learning multi-label scene classification
-
Boutell M.R., Luo J., Shen X., and Brown C.M. Learning multi-label scene classification. Pattern Recognition 37 9 (2004) 1757-1771
-
(2004)
Pattern Recognition
, vol.37
, Issue.9
, pp. 1757-1771
-
-
Boutell, M.R.1
Luo, J.2
Shen, X.3
Brown, C.M.4
-
29
-
-
4944228528
-
A practical guide to support vector classification
-
Technical Report, Department of Computer Science, National Taiwan University, available at, May
-
C.-W. Hsu, C.-C. Chang, C.-J. Lin, A practical guide to support vector classification, Technical Report, Department of Computer Science, National Taiwan University, available at 〈http://www.csie.ntu.edu.tw/∼cjlin/papers/guide/guide.pdf〉, May 2009.
-
(2009)
-
-
Hsu, C.-W.1
Chang, C.-C.2
Lin, C.-J.3
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