25/04/2020

Integrated Development Environment with Interactive Scatter Plot for Examining Statistical Modeling

Kentaro Asai, Tsukasa Fukusato, Takeo Igarashi

Keywords: interactive data design and editing, statistical modeling, live programming

Abstract Paper Similar Papers

Abstract: The development of a statistical modeling program requires example data to observe and verify the behavior of the program. Such example data are either taken from an existing dataset or synthesized using commands. Programmers may want to directly design an arbitrary dataset or modify it interactively, but it is difficult to do so in current development environments. We therefore propose combining a code editor with an interactive scatter plot editor to efficiently understand the behavior of statistical modeling algorithms. The user interactively creates and modifies the dataset on the scatter plot editor, while the system continuously executes the code in the editor, taking the data as input, and shows the result in the editor. This paper presents the design rationale behind the system and introduces several usage scenarios.

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