Nathalie Japkowicz

	2009
46		Yong Gao, Nathalie Japkowicz: Advances in Artificial Intelligence, 22nd Canadian Conference on Artificial Intelligence, Canadian AI 2009, Kelowna, Canada, May 25-27, 2009, Proceedings Springer 2009
45		Guichong Li, Nathalie Japkowicz, Trevor J. Stocki, R. Kurt Ungar: Instance Selection by Border Sampling in Multi-class Domains. ADMA 2009: 209-221
44		Lisa Gaudette, Nathalie Japkowicz: Evaluation Methods for Ordinal Classification. Canadian Conference on AI 2009: 207-210
43		William Klement, Peter A. Flach, Nathalie Japkowicz, Stan Matwin: Cost-Based Sampling of Individual Instances. Canadian Conference on AI 2009: 86-97
42		Chris Drummond, Nathalie Japkowicz, William Klement, Sofus A. Macskassy: Workshop summary: The fourth workshop on evaluation methods for machine learning. ICML 2009: 167
41		Robert Moskovitch, Dima Stopel, Clint Feher, Nir Nissim, Nathalie Japkowicz, Yuval Elovici: Unknown malcode detection and the imbalance problem. Journal in Computer Virology 5(4): 295-308 (2009)
	2008
40		Rocío Alaíz-Rodríguez, Nathalie Japkowicz: Assessing the Impact of Changing Environments on Classifier Performance. Canadian Conference on AI 2008: 13-24
39		Guichong Li, Nathalie Japkowicz, Trevor J. Stocki, R. Kurt Ungar: Full Border Identification for Reduction of Training Sets. Canadian Conference on AI 2008: 203-215
38		Reuben Smith, Nathalie Japkowicz, Maxwell Dondo, Peter Mason: Using Unsupervised Learning for Network Alert Correlation. Canadian Conference on AI 2008: 308-319
37		Nathalie Japkowicz, Pritika Sanghi, Peter Tischer: A Projection-Based Framework for Classifier Performance Evaluation. ECML/PKDD (1) 2008: 548-563
36		Rocío Alaíz-Rodríguez, Nathalie Japkowicz, Peter Tischer: A Visualization-Based Exploratory Technique for Classifier Comparison with Respect to Multiple Metrics and Multiple Domains. ECML/PKDD (2) 2008: 660-665
35		Guichong Li, Nathalie Japkowicz, Trevor J. Stocki, R. Kurt Ungar: Border Sampling through Coupling Markov Chain Monte Carlo. ICDM 2008: 393-402
34		Rocío Alaíz-Rodríguez, Nathalie Japkowicz, Peter Tischer: Visualizing Classifier Performance on Different Domains. ICTAI (2) 2008: 3-10
33		Benjamin X. Wang, Nathalie Japkowicz: Boosting Support Vector Machines for Imbalanced Data Sets. ISMIS 2008: 38-47
	2007
32		Yuval Marom, Ingrid Zukerman, Nathalie Japkowicz: A Meta-learning Approach for Selecting between Response Automation Strategies in a Help-desk Domain. AAAI 2007: 907-912
31		Christina George, Nathalie Japkowicz: A Unified Framework for Relative Clause Simplification and Relative Pronoun Correction. IC-AI 2007: 602-608
30		Wangzhong Lu, Jeannette C. M. Janssen, Evangelos E. Milios, Nathalie Japkowicz, Yongzheng Zhang: Node similarity in the citation graph. Knowl. Inf. Syst. 11(1): 105-129 (2007)
	2006
29		Marina Sokolova, Nathalie Japkowicz, Stan Szpakowicz: Beyond Accuracy, F-Score and ROC: A Family of Discriminant Measures for Performance Evaluation. Australian Conference on Artificial Intelligence 2006: 1015-1021
28		William Elazmeh, Nathalie Japkowicz, Stan Matwin: Evaluating Misclassifications in Imbalanced Data. ECML 2006: 126-137
27		Olivier Henchiri, Nathalie Japkowicz: A Feature Selection and Evaluation Scheme for Computer Virus Detection. ICDM 2006: 891-895
26		Jerffeson Teixeira de Souza, Stan Matwin, Nathalie Japkowicz: Parallelizing Feature Selection. Algorithmica 45(3): 433-456 (2006)
	2005
25		Narjès Boufaden, William Elazmeh, Yimin Ma, Stan Matwin, Nour El-Kadri, Nathalie Japkowicz: PEEP- An Information Extraction base approach for Privacy Protection in Email. CEAS 2005
24		Quintin Armour, William Elazmeh, Nour El-Kadri, Nathalie Japkowicz, Stan Matwin: Privacy Compliance Enforcement in Email. Canadian Conference on AI 2005: 194-204
23		Hui Li, Nathalie Japkowicz, Caroline Barrière: English to Chinese Translation of Prepositions. Canadian Conference on AI 2005: 412-416
22		Reuben Smith, Nathalie Japkowicz, Maxwell Dondo: Clustering using an Autoassociator: A Case Study in Network Event Correlation. IASTED PDCS 2005: 613-618
21		Jerffeson Teixeira de Souza, Nathalie Japkowicz, Stan Matwin: STochFS: A Framework for Combining Feature Selection Outcomes Through a Stochastic Process. PKDD 2005: 667-674
20		Narjès Boufaden, William Elazmeh, Stan Matwin, Nathalie Japkowicz: PEEP- Privacy Enforcement in Email Project. PST 2005
	2004
19		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
18		Rehan Akbani, Stephen Kwek, Nathalie Japkowicz: Applying Support Vector Machines to Imbalanced Datasets. ECML 2004: 39-50
17		Justin Z. Zhan, Stan Matwin, Nathalie Japkowicz, LiWu Chang: Privacy-Preserving Collaborative Association Rule Mining. ICEB 2004: 1172-1178
16		Nitesh V. Chawla, Nathalie Japkowicz, Aleksander Kotcz: Editorial: special issue on learning from imbalanced data sets. SIGKDD Explorations 6(1): 1-6 (2004)
15		Taeho Jo, Nathalie Japkowicz: Class imbalances versus small disjuncts. SIGKDD Explorations 6(1): 40-49 (2004)
	2003
14		Marvin Zaluski, Nathalie Japkowicz, Stan Matwin: Case Authoring from Text and Historical Experiences. Canadian Conference on AI 2003: 222-236
	2002
13		Terry Copeck, Nathalie Japkowicz, Stan Szpakowicz: Text Summarization as Controlled Search. Canadian Conference on AI 2002: 268-280
12		Marina Sokolova, Mario Marchand, Nathalie Japkowicz, John Shawe-Taylor: The Decision List Machine. NIPS 2002: 921-928
11		Nathalie Japkowicz, Shaju Stephen: The class imbalance problem: A systematic study. Intell. Data Anal. 6(5): 429-449 (2002)
	2001
10		Wangzhong Lu, Jeannette Janssen, Evangelos E. Milios, Nathalie Japkowicz: Node similarity in networked information spaces. CASCON 2001: 11
9		Nathalie Japkowicz: Concept-Learning in the Presence of Between-Class and Within-Class Imbalances. Canadian Conference on AI 2001: 67-77
8		Andrew Estabrooks, Nathalie Japkowicz: A Mixture-of-Experts Framework for Learning from Imbalanced Data Sets. IDA 2001: 34-43
7		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)
6		Nathalie Japkowicz: Supervised Versus Unsupervised Binary-Learning by Feedforward Neural Networks. Machine Learning 42(1/2): 97-122 (2001)
	2000
5		Todd Eavis, Nathalie Japkowicz: A Recognition-Based Alternative to Discrimination-Based Multi-layer Perceptrons. Canadian Conference on AI 2000: 280-292
4		Nathalie Japkowicz, Stephen Jose Hanson, Mark A. Gluck: Nonlinear Autoassociation Is Not Equivalent to PCA. Neural Computation 12(3): 531-545 (2000)
	1995
3		Nathalie Japkowicz, Catherine Myers, Mark A. Gluck: A Novelty Detection Approach to Classification. IJCAI 1995: 518-523
	1994
2		Haym Hirsh, Nathalie Japkowicz: Bootstrapping Training-Data Representations for Inductive Learning: A Case Study in Molecular Biology. AAAI 1994: 639-644
	1991
1		Nathalie Japkowicz, Janyce Wiebe: A System for Translating Locative Prepositions from English into French. ACL 1991: 153-160

Coauthor Index

1	David W. Aha	[7]
2	Rehan Akbani	[18]
3	Rocío Alaíz-Rodríguez	[34] [36] [40]
4	Quintin Armour	[24]
5	Caroline Barrière	[23]
6	Claudio Bettini	[7]
7	William P. Birmingham	[7]
8	Kurt D. Bollacker	[7]
9	Narjès Boufaden	[20] [25]
10	LiWu Chang	[17]
11	Nitesh V. Chawla	[16]
12	Terry Copeck	[13] [19]
13	Jörg Denzinger	[7]
14	Maxwell Dondo	[22] [38]
15	Chris Drummond	[42]
16	Todd Eavis	[5]
17	Nour El-Kadri	[24] [25]
18	William Elazmeh	[20] [24] [25] [28]
19	Yuval Elovici	[41]
20	Andrew Estabrooks	[8]
21	Clint Feher	[41]
22	Timothy W. Finin (Tim Finin)	[7]
23	Peter A. Flach	[43]
24	Yong Gao	[46]
25	Lisa Gaudette	[44]
26	Christina George	[31]
27	Lise Getoor	[7]
28	Yolanda Gil	[7]
29	Mark A. Gluck	[3] [4]
30	Carla P. Gomes	[7]
31	Benjamin N. Grosof	[7]
32	Stephen Jose Hanson	[4]
33	Olivier Henchiri	[27]
34	Haym Hirsh	[2]
35	Robert C. Holte (Robert Holte)	[7]
36	Holger H. Hoos (Holger Hoos)	[7]
37	Jeannette C. M. Janssen (Jeannette Janssen)	[10] [30]
38	Taeho Jo (Taeho C. Jo)	[15]
39	William Klement	[42] [43]
40	Aleksander Kotcz	[16]
41	Miroslav Kubat	[7]
42	Stephen Kwek	[18]
43	Yves Lespérance	[7]
44	Guichong Li	[35] [39] [45]
45	Hui Li	[23]
46	Wangzhong Lu	[10] [30]
47	Yimin Ma	[25]
48	Sofus A. Macskassy	[42]
49	Mario Marchand	[12]
50	Yuval Marom	[32]
51	Peter Mason	[38]
52	Stan Matwin	[14] [17] [20] [21] [24] [25] [26] [28] [43]
53	Evangelos E. Milios	[10] [30]
54	Tom M. Mitchell	[7]
55	Angelo Montanari	[7]
56	Robert Moskovitch	[41]
57	Catherine Myers	[3]
58	Karen L. Myers	[7]
59	Alexander Nareyek	[7]
60	Nir Nissim	[41]
61	Loïs Rigouste	[19]
62	Pritika Sanghi	[37]
63	Alan C. Schultz	[7]
64	John Shawe-Taylor	[12]
65	Reuben Smith	[22] [38]
66	Marina Sokolova	[12] [29]
67	Jerffeson Teixeira de Souza	[21] [26]
68	Shaju Stephen	[11]
69	Trevor J. Stocki	[35] [39] [45]
70	Dima Stopel	[41]
71	Stan Szpakowicz	[13] [19] [29]
72	Peter Tischer	[34] [36] [37]
73	R. Kurt Ungar	[35] [39] [45]
74	Gerd Wagner	[7]
75	J. Paul Walser	[7]
76	Benjamin X. Wang	[33]
77	Janyce Wiebe	[1]
78	Marvin Zaluski	[14]
79	Justin Z. Zhan	[17]
80	Yongzheng Zhang	[30]
81	Ingrid Zukerman	[32]

Colors in the list of coauthors