2010 TheNewIrisDataModularDataGenera
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- (Adä et al., 2010) ⇒ Iris Adä, and Michael R. Berthold. (2010). “The New Iris Data: Modular Data Generators.” In: Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2010). doi:10.1145/1835804.1835858
Subject Headings: Synthetic Data Generation.
Notes
Cited By
- http://scholar.google.com/scholar?q=%22The+new+iris+data%3A+modular+data+generators%22+2010
- http://portal.acm.org/citation.cfm?id=1835858&preflayout=flat#citedby
Quotes
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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Author | volume | Date Value | title | type | journal | titleUrl | doi | note | year | |
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2010 TheNewIrisDataModularDataGenera | Iris Adä Michael R. Berthold | The New Iris Data: Modular Data Generators | KDD-2010 Proceedings | http://www.inf.uni-konstanz.de/bioml2/publications/Papers2010/AdBe10 KDD2010.pdf | 10.1145/1835804.1835858 | 2010 |