Machine Learning Methods in Visualisation for Big Data 2022
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Papers
Visual Exploration of Neural Network Projection Stability
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Saliency Clouds: Visual Analysis of Point Cloud-oriented Deep Neural Networks in DeepRL for
Particle Physics
ViNNPruner: Visual Interactive Pruning for Deep Learning
Recent Submissions
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Saliency Clouds: Visual Analysis of Point Cloud-oriented Deep Neural Networks in DeepRL for Particle Physics
(The Eurographics Association, 2022)We develop and describe saliency clouds, that is, visualization methods employing explainable AI methods to analyze and interpret deep reinforcement learning (DeepRL) agents working on point cloud-based data. The agent in ... -
ViNNPruner: Visual Interactive Pruning for Deep Learning
(The Eurographics Association, 2022)Neural networks grow vastly in size to tackle more sophisticated tasks. In many cases, such large networks are not deployable on particular hardware and need to be reduced in size. Pruning techniques help to shrink deep ... -
MLVis 2022: Frontmatter
(The Eurographics Association, 2022) -
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 ...
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