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A survey on ML4VIS: Applying machine learning advances to data visualization
Inspired by the great success of machine learning (ML), researchers have applied ML
techniques to visualizations to achieve a better design, development, and evaluation of …
techniques to visualizations to achieve a better design, development, and evaluation of …
VIS+ AI: integrating visualization with artificial intelligence for efficient data analysis
Visualization and artificial intelligence (AI) are well-applied approaches to data analysis. On
one hand, visualization can facilitate humans in data understanding through intuitive visual …
one hand, visualization can facilitate humans in data understanding through intuitive visual …
Evaluating effects of background stories on graph perception
A graph is an abstract model that represents relations among entities, for example, the
interactions between characters in a novel. A background story endows entities and …
interactions between characters in a novel. A background story endows entities and …
Strategies for evaluating visual analytics systems: A systematic review and new perspectives
In recent times, visual analytics systems (VAS) have been used to solve various complex
issues in diverse application domains. Nonetheless, an inherent drawback arises from the …
issues in diverse application domains. Nonetheless, an inherent drawback arises from the …
DeepDrawing: A Deep Learning Approach to Graph Drawing
Node-link diagrams are widely used to facilitate network explorations. However, when using
a graph drawing technique to visualize networks, users often need to tune different algorithm …
a graph drawing technique to visualize networks, users often need to tune different algorithm …
Quantivine: A visualization approach for large-scale quantum circuit representation and analysis
Quantum computing is a rapidly evolving field that enables exponential speed-up over
classical algorithms. At the heart of this revolutionary technology are quantum circuits, which …
classical algorithms. At the heart of this revolutionary technology are quantum circuits, which …
A deep generative model for graph layout
Different layouts can characterize different aspects of the same graph. Finding a “good”
layout of a graph is thus an important task for graph visualization. In practice, users often …
layout of a graph is thus an important task for graph visualization. In practice, users often …
Physics-informed graph learning
An expeditious development of graph learning in recent years has found innumerable
applications in several di-versified fields. Of the main associated challenges are the volume …
applications in several di-versified fields. Of the main associated challenges are the volume …
Learning to automate chart layout configurations using crowdsourced paired comparison
We contribute a method to automate parameter configurations for chart layouts by learning
from human preferences. Existing charting tools usually determine the layout parameters …
from human preferences. Existing charting tools usually determine the layout parameters …
[PDF][PDF] Applying machine learning advances to data visualization: A survey on ML4VIS
Inspired by the great success of machine learning (ML), researchers have applied ML
techniques to visualizations to achieve a better design, development, and evaluation of …
techniques to visualizations to achieve a better design, development, and evaluation of …