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Adam Kowalczyk

Papers on DiSC'04


Extreme Rebalancing for SVMs: a case study

Publications


Note: Links lead to the DBLP on the Web.

Adam Kowalczyk

Adam Kowalczyk, Bhavani Raskutti , Herman L. Ferrá : Exploring Potential of Leave-One-Out Estimator for Calibration of SVM in Text Mining. PAKDD 2004 : 361-372

Bhavani Raskutti , Adam Kowalczyk: Extreme re-balancing for SVMs: a case study. SIGKDD Explorations 6 (1): 60-69 (2004)

Adam Kowalczyk, Bhavani Raskutti : Exploring Fringe Settings of SVMs for Classification. PKDD 2003 : 278-290

Thomas Gärtner , Peter A. Flach , Adam Kowalczyk, Alex J. Smola : Multi-Instance Kernels. ICML 2002 : 179-186

Bhavani Raskutti , Herman L. Ferrá , Adam Kowalczyk: Using Unlabelled Data for Text Classification through Addition of Cluster Parameters. ICML 2002 : 514-521

Bhavani Raskutti , Herman L. Ferrá , Adam Kowalczyk: Combining clustering and co-training to enhance text classification using unlabelled data. KDD 2002 : 620-625

Adam Kowalczyk, Bhavani Raskutti : One Class SVM for Yeast Regulation Prediction. SIGKDD Explorations 4 (2): 99-100 (2002)

Adam Kowalczyk, Bhavani Raskutti : Learner's Self-Assessment: A Case Study of SVM for Information Retrieval. Australian Joint Conference on Artificial Intelligence 2001 : 249-260

Bhavani Raskutti , Herman L. Ferrá , Adam Kowalczyk: Second Order Features for Maximising Text Classification Performance. ECML 2001 : 419-430

Adam Kowalczyk: Sparsity of Data Representation of Optimal Kernel Machine and Leave-one-out Estimator. NIPS 2000 : 252-258

Peter K. Campbell , Alan Christiansen , Michael Dale , Herman L. Ferrá , Adam Kowalczyk, Jacek Szymanski : Experiments with Simple Neural Networks for Real-Time Control. IEEE Journal on Selected Areas in Communications 15 (2): 165-178 (1997)

Adam Kowalczyk, Herman L. Ferrá : MLP Can Provably Generalize Much Better than VC-bounds Indicate. NIPS 1996 : 190-196

Adam Kowalczyk, Jacek Szymanski , Peter L. Bartlett , Robert C. Williamson : Examples of learning curves from a modified VC-formalism. NIPS 1995 : 344-350

Peter K. Campbell , Michael Dale , Herman L. Ferrá , Adam Kowalczyk: Experiments with Neural Networks for Real Time Implementation of Control. NIPS 1995 : 973-979

Adam Kowalczyk, Herman L. Ferrá : Generalisation in Feedforward Networks. NIPS 1994 : 215-222

Adam Kowalczyk: Counting Function Theorem for Multi-Layer Networks. NIPS 1993 : 375-382

Adam Kowalczyk: Some Estimates on the Number of Connections and Hidden Units for Feed-Forward Networks. NIPS 1992 : 639-646

Adam Kowalczyk, Herman L. Ferrá , Ken Gardiner : Discovering Production Rules with Higher Order Neural Networks. ML 1991 : 158-162

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