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9

KDD
1994
ACM

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Discovering Informative Patterns and Data Cleaning

13 years 8 months ago

Discovering Informative Patterns and Data Cleaning

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Wepresent a methodfor discovering informative patterns from data. With this method,large databases can be reducedto only a few representative data entries. Ourframeworkencompassesalso methodsfor cleaning databases containing corrupted data. Bothon-line and off-line algorithms are proposedandexperimentally checkedon databases of handwrittenimages. Thegenerality of the framework makesit an attractive candidate for newapplications in knowledgediscovery. Keywords-knowledgediscovery, machine learning, informative patterns, data cleaning, informationgain.

Isabelle Guyon, Nada Matic, Vladimir Vapnik

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Data Mining | Databases | Informative Patterns | KDD 1994 | Representative Data Entries |

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Added	10 Aug 2010
Updated	10 Aug 2010
Type	Conference
Year	1994
Where	KDD
Authors	Isabelle Guyon, Nada Matic, Vladimir Vapnik

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