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» A Case Study for Learning from Imbalanced Data Sets
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ADBIS
1999
Springer
104views Database» more  ADBIS 1999»
15 years 10 months ago
Arbiter Meta-Learning with Dynamic Selection of Classifiers and Its Experimental Investigation
In data mining, the selection of an appropriate classifier to estimate the value of an unknown attribute for a new instance has an essential impact to the quality of the classifica...
Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan
161
Voted
PAKDD
2005
ACM
103views Data Mining» more  PAKDD 2005»
15 years 11 months ago
Subgroup Discovery Techniques and Applications
This paper presents the advances in subgroup discovery and the ways to use subgroup discovery to generate actionable knowledge for decision support. Actionable knowledge is explici...
Nada Lavrac
ICDE
2009
IEEE
690views Database» more  ICDE 2009»
16 years 26 days ago
A Model for Data Leakage Detection
— We study the following problem: A data distributor has given sensitive data to a set of supposedly trusted agents (third parties). Some of the data is leaked and found in an un...
Panagiotis Papadimitriou 0002, Hector Garcia-Molin...
TKDE
2011
182views more  TKDE 2011»
15 years 1 months ago
Data Leakage Detection
—We study the following problem: A data distributor has given sensitive data to a set of supposedly trusted agents (third parties). Some of the data are leaked and found in an un...
Panagiotis Papadimitriou 0002, Hector Garcia-Molin...
GECCO
2007
Springer
154views Optimization» more  GECCO 2007»
16 years 6 days ago
A multi-objective approach to search-based test data generation
There has been a considerable body of work on search–based test data generation for branch coverage. However, hitherto, there has been no work on multi–objective branch covera...
Kiran Lakhotia, Mark Harman, Phil McMinn