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» Learning with the Set Covering Machine
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105
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WEBDB
2009
Springer
115views Database» more  WEBDB 2009»
15 years 7 months ago
A Machine Learning Approach to Foreign Key Discovery
We study the problem of automatically discovering semantic associations between schema elements, namely foreign keys. This problem is important in all applications where data sets...
Alexandra Rostin, Oliver Albrecht, Jana Bauckmann,...
80
Voted
ICALT
2006
IEEE
15 years 6 months ago
Multi-Dimensional Model-based Genericity in Omega+
Future CSCL technologies are described by the community as flexible, tailorable, and appropriate for various collaborative settings, conditions and contexts. This paper describes ...
Jacques Lonchamp
102
Voted
AIEDAM
1998
87views more  AIEDAM 1998»
15 years 5 days ago
Learning to set up numerical optimizations of engineering designs
Gradient-based numerical optimization of complex engineering designs offers the promise of rapidly producing better designs. However, such methods generally assume that the object...
Mark Schwabacher, Thomas Ellman, Haym Hirsh
FSKD
2008
Springer
174views Fuzzy Logic» more  FSKD 2008»
15 years 1 months ago
A Hybrid Re-sampling Method for SVM Learning from Imbalanced Data Sets
Support Vector Machine (SVM) has been widely studied and shown success in many application fields. However, the performance of SVM drops significantly when it is applied to the pr...
Peng Li, Pei-Li Qiao, Yuan-Chao Liu
89
Voted
SMC
2010
IEEE
121views Control Systems» more  SMC 2010»
14 years 11 months ago
Learning of personalized security settings
—While many cybersecurity tools are available to computer users, their default configurations often do not match needs of specific users. Since most modern users are not computer...
Mehrbod Sharifi, Eugene Fink, Jaime G. Carbonell