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One button machine for automating feature engineering in ...

One button machine for automating featureengineering in relational databasesHoang Thanh Lam, Johann-Michael Thiebaut, Mathieu Sinn,Bei Chen, Tiep Mai and Oznur AlkanIBM ResearchDublin, IrelandEmail: and feature engineering is one of the most importantand time consuming tasks in predictive analytics projects. Itinvolves understanding domain knowledge and data explorationto discover relevant hand-crafted features from raw data. In thispaper, we introduce a system called One button machine , orOneBM for short, which automates feature discovery in relationaldatabases. OneBM automatically performs a key activity ofdata scientists, namely, joining of database tables and applyingadvanced data transformations to extract useful features fromdata.

One button machine for automating feature engineering in relational databases Hoang Thanh Lam, Johann-Michael Thiebaut, Mathieu Sinn, Bei Chen, Tiep Mai and Oznur Alkan

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  Feature, Database, Automating, Engineering, Relational, Automating feature engineering in relational databases

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