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The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations
(The Eurographics Association and John Wiley & Sons Ltd., 2020)
Machine learning (ML) models are nowadays used in complex applications in various domains, such as medicine, bioinformatics, and other sciences. Due to their black box nature, however, it may sometimes be hard to understand ...
On Visualizing Music Storage Media for Modern Access to Historic Sources
(The Eurographics Association, 2022)
Finding a balance between conserving historic objects and using them for research is one of the big issues in historic collections. Digitization holds the opportunity to offer a safe and non-destructible access to historic ...
Visual Exploration of Neural Network Projection Stability
(The Eurographics Association, 2022)
We present a method to visually assess the stability of deep learned projections. For this, we perturb the high-dimensional data by controlled sequences and visualize the resulting changes in the 2D projection. We apply ...
VA + Embeddings STAR: A State-of-the-Art Report on the Use of Embeddings in Visual Analytics
(The Eurographics Association and John Wiley & Sons Ltd., 2023)
Over the past years, an increasing number of publications in information visualization, especially within the field of visual analytics, have mentioned the term ''embedding'' when describing the computational approach. ...
WebGPU for Scalable Client-Side Aggregate Visualization
(The Eurographics Association, 2023)
WebGPU is a new graphics API, which now provides compute shaders for general purpose GPU operations in web browsers.We demonstrate the potential of this new technology for scalable information visualization by showing how ...