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Steerable Self-driving Data Visualization

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3 Abstract—In this work, we present a self-driving data visualization system, called DEEPEYE, that automatically generates and recommends 4 visualizations based on the idea of visualization by examples.Wepropose effective visualization… Click to show full abstract

3 Abstract—In this work, we present a self-driving data visualization system, called DEEPEYE, that automatically generates and recommends 4 visualizations based on the idea of visualization by examples.Wepropose effective visualization recognition techniques to decide which 5 visualizations aremeaningful and visualization ranking techniques to rank the good visualizations. Furthermore, amain challenge of 6 automatic visualization system is that the usersmay bemisled by blindly suggesting visualizations without knowing the user’s intent. To this 7 end,we extend DEEPEYE to be easily steerable by allowing the user to use keyword search and providing click-based faceted navigation. 8 Empirical results, using real-life data and use cases, verify the power of our proposed system.

Keywords: self driving; visualization; data visualization; steerable self; driving data

Journal Title: IEEE Transactions on Knowledge and Data Engineering
Year Published: 2020

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