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PlotThread: Creating Expressive Storyline Visualizations using Reinforcement Learning [article]

Tan Tang, Renzhong Li, Xinke Wu, Shuhan Liu, Johannes Knittel, Steffen Koch, Thomas Ertl, Lingyun Yu, Peiran Ren, Yingcai Wu
2020 arXiv   pre-print
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]

Qianwen Wang, Zhutian Chen, Yong Wang, Huamin Qu
2021 arXiv   pre-print
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]

Qing Chen, Fuling Sun, Xinyue Xu, Zui Chen, Jiazhe Wang, Nan Cao
2021 arXiv   pre-print
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  
,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