Valentine in action
نویسندگان
چکیده
Capturing relationships among heterogeneous datasets in large data lakes - traditionally termed schema matching is one of the most challenging problems that corporations and institutions face nowadays. Discovering integrating heavily relies on effectiveness methods use. However, despite wealth research, evaluation still a daunting task: there lack openly-available with ground truth, reference method implementations, comprehensible GUIs would facilitate development both novel state-of-the-art techniques discovery methods. Our recently proposed Valentine first system to offer an open-source experiment suite organize, execute orchestrate large-scale experiments. In this demonstration we present its functionalities enhancements: i) scalable system, user-centric GUI, enables fabrication scenarios tailored scope tabular dataset discovery, ii) holistic can receive from sources provide similarity scores their columns, order modern procedures lakes, such as discovery.
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Jim Valentine went to college on the GI Bill (a WWII veterans privilege) and has been there ever since; at present he is Professor of Integrative Biology, Emeritus, at UC Berkeley. His early research was on what is now called macroecology, working with fossil marine faunas, leading to a book, Evolutionary Paleoecology of the Marine Biosphere. Those studies continue today, chiefly with colleague...
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ژورنال
عنوان ژورنال: Proceedings of the VLDB Endowment
سال: 2021
ISSN: ['2150-8097']
DOI: https://doi.org/10.14778/3476311.3476366