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AAAI
2006
13 years 10 months ago
Learning Blocking Schemes for Record Linkage
Record linkage is the process of matching records across data sets that refer to the same entity. One issue within record linkage is determining which record pairs to consider, si...
Matthew Michelson, Craig A. Knoblock
ISCI
2008
124views more  ISCI 2008»
13 years 9 months ago
A weighted rough set based method developed for class imbalance learning
In this paper, we introduce weights into Pawlak rough set model to balance the class distribution of a data set and develop a weighted rough set based method to deal with the clas...
Jinfu Liu, Qinghua Hu, Daren Yu
ICDM
2010
IEEE
154views Data Mining» more  ICDM 2010»
13 years 6 months ago
Discrimination Aware Decision Tree Learning
Abstract--Recently, the following discrimination aware classification problem was introduced: given a labeled dataset and an attribute , find a classifier with high predictive accu...
Faisal Kamiran, Toon Calders, Mykola Pechenizkiy
CVPR
2008
IEEE
14 years 11 months ago
Unsupervised learning of visual taxonomies
Evgeniy Bart, Ian Porteous, Pietro Perona, Max Wel...
ICDM
2010
IEEE
172views Data Mining» more  ICDM 2010»
13 years 6 months ago
Learning Attribute-to-Feature Mappings for Cold-Start Recommendations
Cold-start scenarios in recommender systems are situations in which no prior events, like ratings or clicks, are known for certain users or items. To compute predictions in such ca...
Zeno Gantner, Lucas Drumond, Christoph Freudenthal...