F-IVM: Learning over Fast-Evolving Relational Data

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Authors Milos Nikolic, Haozhe Zhang, Ahmet Kara, Dan Olteanu arXiv ID 2006.00694 Category cs.DB: Databases Citations 21 Venue SIGMOD Conference Last Checked 3 months ago
Abstract
F-IVM is a system for real-time analytics such as machine learning applications over training datasets defined by queries over fast-evolving relational databases. We will demonstrate F-IVM for three such applications: model selection, Chow-Liu trees, and ridge linear regression.
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