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    To Join or Not to Join? Thinking Twice about Joins before Feature Selection 

    Kumar, Arun; Naughton, Jeffrey; Patel, Jignesh M.; Zhu, Xiaojin (2015-11-27)
    Closer integration of machine learning (ML) with data processing is a booming area in both the data management industry and academia. Almost all ML toolkits assume that the input is a single table, but many datasets are ...
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    A Survey of the Existing Landscape of ML Systems 

    Kumar, Arun; McCann, Robert; Naughton, Jeffrey; Patel, Jignesh M. (2015-11-27)
    We survey the existing landscape of ML systems to identify gaps that motivate our vision of a unifying abstraction to support the iterative process of model selection and lay a principled foundation for model selection ...

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    Author
    Kumar, Arun (2)
    Naughton, Jeffrey (2)Patel, Jignesh M. (2)McCann, Robert (1)Zhu, Xiaojin (1)SubjectAdvanced analytics (2)feature engineering (2)
    machine learning (2)
    data mining (1)feature selection (1)joins (1)model selection (1)... View MoreDate Issued2015 (2)Has File(s)Yes (2)

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