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Nathalie Japkowicz

Papers on DiSC'04


Class Imbalances versus Small Disjuncts

Editorial: Special Issue on Learning From Imbalanced Data Sets

Publications


Note: Links lead to the DBLP on the Web.

Nathalie Japkowicz

Quintin Armour , William Elazmeh , Nour El-Kadri , Nathalie Japkowicz, Stan Matwin : Privacy Compliance Enforcement in Email. Canadian Conference on AI 2005 : 194-204

Hui Li , Nathalie Japkowicz, Caroline Barrière : English to Chinese Translation of Prepositions. Canadian Conference on AI 2005 : 412-416

Loïs Rigouste , Stan Szpakowicz , Nathalie Japkowicz, Terry Copeck : An Automatic Evaluation Framework for Improving a Configurable Text Summarizer. Canadian Conference on AI 2004 : 529-533

Rehan Akbani , Stephen Kwek , Nathalie Japkowicz: Applying Support Vector Machines to Imbalanced Datasets. ECML 2004 : 39-50

Justin Z. Zhan , Stan Matwin , Nathalie Japkowicz, LiWu Chang : Privacy-Preserving Collaborative Association Rule Mining. ICEB 2004 : 1172-1178

Nitesh V. Chawla , Nathalie Japkowicz, Aleksander Kotcz : Editorial: special issue on learning from imbalanced data sets. SIGKDD Explorations 6 (1): 1-6 (2004)

Taeho Jo , Nathalie Japkowicz: Class imbalances versus small disjuncts. SIGKDD Explorations 6 (1): 40-49 (2004)

Marvin Zaluski , Nathalie Japkowicz, Stan Matwin : Case Authoring from Text and Historical Experiences. Canadian Conference on AI 2003 : 222-236

Terry Copeck , Nathalie Japkowicz, Stan Szpakowicz : Text Summarization as Controlled Search. Canadian Conference on AI 2002 : 268-280

Marina Sokolova , Mario Marchand , Nathalie Japkowicz, John Shawe-Taylor : The Decision List Machine. NIPS 2002 : 921-928

Nathalie Japkowicz, Shaju Stephen : The class imbalance problem: A systematic study. Intell. Data Anal. 6 (5): 429-449 (2002)

Nathalie Japkowicz: Concept-Learning in the Presence of Between-Class and Within-Class Imbalances. Canadian Conference on AI 2001 : 67-77

Andrew Estabrooks , Nathalie Japkowicz: A Mixture-of-Experts Framework for Learning from Imbalanced Data Sets. IDA 2001 : 34-43

Yves Lespérance , Gerd Wagner , William P. Birmingham , Kurt D. Bollacker , Alexander Nareyek , J. Paul Walser , David W. Aha , Timothy W. Finin , Benjamin N. Grosof , Nathalie Japkowicz, Robert Holte , Lise Getoor , Carla P. Gomes , Holger H. Hoos , Alan C. Schultz , Miroslav Kubat , Tom M. Mitchell , Jörg Denzinger , Yolanda Gil , Karen L. Myers , Claudio Bettini , Angelo Montanari : AAAI 2000 Workshop Reports. AI Magazine 22 (1): 127-136 (2001)

Nathalie Japkowicz: Supervised Versus Unsupervised Binary-Learning by Feedforward Neural Networks. Machine Learning 42 (1/2): 97-122 (2001)

Todd Eavis , Nathalie Japkowicz: A Recognition-Based Alternative to Discrimination-Based Multi-layer Perceptrons. Canadian Conference on AI 2000 : 280-292

Nathalie Japkowicz, Stephen Jose Hanson , Mark A. Gluck : Nonlinear Autoassociation Is Not Equivalent to PCA. Neural Computation 12 (3): 531-545 (2000)

Nathalie Japkowicz, Catherine Myers , Mark A. Gluck : A Novelty Detection Approach to Classification. IJCAI 1995 : 518-523

Haym Hirsh , Nathalie Japkowicz: Bootstrapping Training-Data Representations for Inductive Learning: A Case Study in Molecular Biology. AAAI 1994 : 639-644

Nathalie Japkowicz, Janyce Wiebe : A System for Translating Locative Prepositions from English into French. ACL 1991 : 153-160

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