A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2020; you can also visit the original URL.
The file type is application/pdf.
Filters
PlotThread: Creating Expressive Storyline Visualizations using Reinforcement Learning
[article]
2020
arXiv
pre-print
Preserved Fulltext
We evaluate the reinforcement learning model through qualitative and quantitative experiments and demonstrate the usage of PlotThread using a collection of use cases. ...
In this work, we propose a reinforcement learning framework to train an AI agent that assists users in exploring the design space efficiently and generating well-optimized storylines. ...
He confirmed the effectiveness and expressiveness of the storylines (see Fig. 1 ) created by PlotThread. ...
arXiv:2009.00249v1
fatcat:o6nns5plhvfgxgojgn5jb7x5bm
A Survey on ML4VIS: Applying Machine Learning Advances to Data Visualization
[article]
2021
arXiv
pre-print
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2021; you can also visit the original URL.
The file type is application/pdf.
Other Versions
and "how ML techniques can be used to solve visualization problems?" ...
processes are mapped into main learning tasks in ML to align the capabilities of ML with the needs in visualization. ...
For example, PlotThread [75] trains a reinforcement learning agent to learn the layout of human-designed storyline visualizations. ...
arXiv:2012.00467v3
fatcat:hh2poahsavg6fe4s3bmatcj4zi
VizLinter: A Linter and Fixer Framework for Data Visualization
[article]
2021
arXiv
pre-print
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2021; you can also visit the original URL.
The file type is application/pdf.
Even experienced users might create imperfect visualizations that involve chart construction errors. ...
Therefore, additional specification adjustments are still required in real-world use cases. ...
Wu et al. address the responsive display issues of SVG-based visualization on mobile screens using reinforcement learning [63] . ...
arXiv:2108.10299v1
fatcat:3pypx2orujgepktfumv4shheyy
2021 Index IEEE Transactions on Visualization and Computer Graphics Vol. 27
2022
IEEE Transactions on Visualization and Computer Graphics
Preserved Fulltext
A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2022; you can also visit the original URL.
The file type is application/pdf.
,TVCG Feb. 2021 283-293Thuerey, N., see Kugelstadt, T., 2385-2395 and Wu, Y., PlotThread: Creating Expressive Storyline Visualizations using Reinforcement Learning; TVCG Feb. 2021 294-303 Tang, Y., see ...
Itoh, Y., +, TVCG May 2021 2659-2668 Complex Interaction as Emergent Behaviour: Simulating Mid-Air Virtual Keyboard Typing using Reinforcement Learning. ...
., +, x The 2020 Visualization Career Award. Plaisant, C.,
xxviii The 2020 Visualization Technical Achievement Award. ...
doi:10.1109/tvcg.2022.3163599
fatcat:2mtpsecojbc33pqht3n7oyqmoq