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» Learning from Uncertain Data

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ICML
2007
IEEE

124views Machine Learning» more ICML 2007»

Experimental perspectives on learning from imbalanced data

14 years 8 months ago

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We present a comprehensive suite of experimentation on the subject of learning from imbalanced data. When classes are imbalanced, many learning algorithms can suffer from the pers...

Jason Van Hulse, Taghi M. Khoshgoftaar, Amri Napol...

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KDD
1994
ACM

120views Data Mining» more KDD 1994»

Learning Data Trend Regularities From Databases in a Dynamic Environment

13 years 11 months ago

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Xiaohua Hu, Nick Cercone, Jinshi Xie

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ICDE
2010
IEEE

208views Database» more ICDE 2010»

Duplicate detection in probabilistic data

13 years 7 months ago

Download eprints.eemcs.utwente.nl

Abstract— Collected data often contains uncertainties. Probabilistic databases have been proposed to manage uncertain data. To combine data from multiple autonomous probabilistic...

Fabian Panse, Maurice van Keulen, Ander de Keijzer...

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PKDD
1999
Springer

140views Data Mining» more PKDD 1999»

Learning of Simple Conceptual Graphs from Positive and Negative Examples

13 years 12 months ago