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Towards Multimodal Exploratory Data Analysis: SoniScope as a Prototypical Implementation
(The Eurographics Association, 2022)
The metaphor of auscultating with a stethoscope can be an inspiration to combine visualization and sonification for exploratory data analysis. This paper presents SoniScope, a multimodal approach and its prototypical ...
Data+Shift: Supporting Visual Investigation of Data Distribution Shifts by Data Scientists
(The Eurographics Association, 2022)
Machine learning on data streams is increasingly more present in multiple domains. However, there is often data distribution shift that can lead machine learning models to make incorrect decisions. While there are automatic ...