2010 TheNewIrisDataModularDataGenera

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Subject Headings: Synthetic Data Generation.

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Cited By

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Author Keywords

data generation, pipeline tool, artificial data

Abstract

In this paper we introduce a modular, highly flexible, open-source environment for data generation. Using an existing graphical data flow tool, the user can combine various types of modules for numeric and categorical data generators. Additional functionality is added via the data processing framework in which the generator modules are embedded. The resulting data flows can be used to document, deploy, and reuse the resulting data generators. We describe the overall environment and individual modules and demonstrate how they can be used for the generation of a sample, complex customer/product database with corresponding shopping basket data, including various artifacts and outliers.

References

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 AuthorvolumeDate ValuetitletypejournaltitleUrldoinoteyear
2010 TheNewIrisDataModularDataGeneraIris Adä
Michael R. Berthold
The New Iris Data: Modular Data GeneratorsKDD-2010 Proceedingshttp://www.inf.uni-konstanz.de/bioml2/publications/Papers2010/AdBe10 KDD2010.pdf10.1145/1835804.18358582010