A Survey on ML4VIS: Applying Machine Learning Advances to Data Visualization

1 December 2020

Huamin Qu

Papers citing "A Survey on ML4VIS: Applying Machine Learning Advances to Data Visualization"

48 / 48 papers shown

Title
The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations Angelos Chatzimparmpas R. Martins I. Jusufi K. Kucher Fabrice Rossi A. Kerren FAtt 47 160 0 22 Dec 2022
VC-Net: Deep Volume-Composition Networks for Segmentation and Visualization of Highly Sparse and Noisy Image Data Yifan Wang Guoli Yan Haikuan Zhu S. Buch Ying Wang E. Haacke Jing Hua Z. Zhong 26 33 0 14 Sep 2020
VisCode: Embedding Information in Visualization Images using Encoder-Decoder Network Peiying Zhang Chenhui Li Changbo Wang 37 42 0 07 Sep 2020
PlotThread: Creating Expressive Storyline Visualizations using Reinforcement Learning Tan Tang Renzhong Li Xinke Wu Shuhan Liu Johannes Knittel Steffen Koch Thomas Ertl Lingyun Yu Peiran Ren Yingcai Wu 51 53 0 01 Sep 2020
A Survey of Visual Analytics Techniques for Machine Learning Jun Yuan Changjian Chen Weikai Yang Mengchen Liu Jiazhi Xia Shixia Liu 60 221 0 21 Aug 2020
VizCommender: Computing Text-Based Similarity in Visualization Repositories for Content-Based Recommendations Michael Oppermann R. Kincaid T. Munzner 70 44 0 18 Aug 2020
MobileVisFixer: Tailoring Web Visualizations for Mobile Phones Leveraging an Explainable Reinforcement Learning Framework Aoyu Wu Wai-Shun Tong Tim Dwyer Bongshin Lee Petra Isenberg Huamin Qu 34 37 0 15 Aug 2020
Predicting Visual Importance Across Graphic Design Types Camilo Luciano Fosco Vincent Casser A. K. Bedi Peter O'Donovan Aaron Hertzmann Zoya Bylinskii HAI 37 58 0 07 Aug 2020
Retrieve-Then-Adapt: Example-based Automatic Generation for Proportion-related Infographics Chunyao Qian Shizhao Sun Weiwei Cui Jian-Guang Lou Haidong Zhang Dongmei Zhang DiffM 52 47 0 31 Jul 2020
Survey on Visual Analysis of Event Sequence Data Yi Guo Shunan Guo Zhuochen Jin Smiti Kaul David Gotz Nan Cao AI4TS 39 104 0 25 Jun 2020
A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications Jie Gui Zhenan Sun Yonggang Wen Dacheng Tao Jieping Ye EGVM 83 829 0 20 Jan 2020
Toward automatic comparison of visualization techniques: Application to graph visualization L. Giovannangeli Romain Bourqui R. Giot D. Auber GNN 63 25 0 21 Oct 2019
Answering Questions about Data Visualizations using Efficient Bimodal Fusion Kushal Kafle Robik Shrestha Brian L. Price Scott D. Cohen Christopher Kanan 37 59 0 05 Aug 2019
FlowSense: A Natural Language Interface for Visual Data Exploration within a Dataflow System Bowen Yu Claudio T. Silva 47 126 0 02 Aug 2019
Color Crafting: Automating the Construction of Designer Quality Color Ramps Stephen Smart Keke Wu D. Szafir 25 51 0 01 Aug 2019
InSituNet: Deep Image Synthesis for Parameter Space Exploration of Ensemble Simulations Wenbin He Junpeng Wang Hanqi Guo Ko-Chih Wang Han-Wei Shen Mukund Raj Y. Nashed Tom Peterka 35 88 0 01 Aug 2019
A Natural-language-based Visual Query Approach of Uncertain Human Trajectories Zhaosong Huang Ye Zhao Wei Chen Sheng Gao Kejie Yu Weixiao Xu Mingjie Tang Minfeng Zhu Mingliang Xu 26 25 0 01 Aug 2019
Towards Automated Infographic Design: Deep Learning-based Auto-Extraction of Extensible Timeline Zhutian Chen Yun Wang Qianwen Wang Yong Wang Huamin Qu 32 78 0 31 Jul 2019
LassoNet: Deep Lasso-Selection of 3D Point Clouds Zhutian Chen Wei Zeng Zhiguang Yang Lingyun Yu Chi-Wing Fu Huamin Qu 3DPC 45 44 0 31 Jul 2019
explAIner: A Visual Analytics Framework for Interactive and Explainable Machine Learning Thilo Spinner U. Schlegel H. Schäfer Mennatallah El-Assady HAI 46 237 0 29 Jul 2019
Interpretable and Steerable Sequence Learning via Prototypes Yao Ming Panpan Xu Huamin Qu Liu Ren AI4TS 29 139 0 23 Jul 2019
DeepOrganNet: On-the-Fly Reconstruction and Visualization of 3D / 4D Lung Models from Single-View Projections by Deep Deformation Network Yifan Wang Z. Zhong Jing Hua 41 52 0 22 Jul 2019
Text-to-Viz: Automatic Generation of Infographics from Proportion-Related Natural Language Statements Weiwei Cui Xiaoyu Zhang Yun Wang He Huang B. Chen Lei Fang Haidong Zhang Jian-Guang Lou Dongmei Zhang 23 123 0 22 Jul 2019
DeepDrawing: A Deep Learning Approach to Graph Drawing Yong Wang Zhihua Jin Qianwen Wang Weiwei Cui Tengfei Ma Huamin Qu 54 55 0 17 Jul 2019
VizNet: Towards A Large-Scale Visualization Learning and Benchmarking Repository K. Hu Neil Gaikwad Michiel A. Bakker Madelon Hulsebos Emanuel Zgraggen César A. Hidalgo Tim Kraska Guoliang Li Arvind Satyanarayan Çağatay Demiralp 45 107 0 12 May 2019
An Incremental Dimensionality Reduction Method for Visualizing Streaming Multidimensional Data Takanori Fujiwara Jia-Kai Chou Shilpika Shilpika Panpan Xu Liu Ren K. Ma 47 58 0 10 May 2019
A Deep Generative Model for Graph Layout Oh-Hyun Kwon K. Ma DRL GNN 35 48 0 27 Apr 2019
NNVA: Neural Network Assisted Visual Analysis of Yeast Cell Polarization Simulation Subhashis Hazarika Haoyu Li Ko-Chih Wang Han-Wei Shen Ching-Shan Chou 47 20 0 19 Apr 2019
VizML: A Machine Learning Approach to Visualization Recommendation K. Hu Michiel A. Bakker Stephen Li Tim Kraska César A. Hidalgo VLM HAI 51 212 0 14 Aug 2018
Evaluating the Readability of Force Directed Graph Layouts: A Deep Learning Approach Hammad Haleem Yuanbo Wang Abishek Puri Sahil Wadhwa Huamin Qu GNN 31 43 0 02 Aug 2018
Synthetically Trained Icon Proposals for Parsing and Summarizing Infographics Spandan Madan Zoya Bylinskii Matthew Tancik Adrià Recasens Kimberli Zhong Sami Alsheikh Hanspeter Pfister A. Oliva F. Durand DiffM 18 14 0 27 Jul 2018
Beyond Heuristics: Learning Visualization Design Bahador Saket Dominik Moritz Halden Lin Victor C. Dibia Çağatay Demiralp Jeffrey Heer 32 37 0 17 Jul 2018
Data2Vis: Automatic Generation of Data Visualizations Using Sequence to Sequence Recurrent Neural Networks Victor C. Dibia Çağatay Demiralp 42 188 0 09 Apr 2018
The State of the Art in Integrating Machine Learning into Visual Analytics Alex Endert W. Ribarsky C. Turkay B. Wong I. Nabney Ignacio Díaz Blanco Fabrice Rossi 22 214 0 22 Feb 2018
DVQA: Understanding Data Visualizations via Question Answering Kushal Kafle Brian L. Price Scott D. Cohen Christopher Kanan AIMat 49 379 0 24 Jan 2018
Dynamic Graph Generation Network: Generating Relational Knowledge from Diagrams Daesik Kim Y. Yoo Jeesoo Kim Sangkuk Lee Nojun Kwak 36 25 0 27 Nov 2017
Beagle: Automated Extraction and Interpretation of Visualizations from the Web Leilani Battle Peitong Duan Zachery Miranda Dana Mukusheva Remco Chang Michael Stonebraker 30 126 0 16 Nov 2017
A Generative Model for Volume Rendering M. Berger Jixian Li Joshua A. Levine GAN 26 84 0 26 Oct 2017
FigureQA: An Annotated Figure Dataset for Visual Reasoning Samira Ebrahimi Kahou Vincent Michalski Adam Atkinson Ákos Kádár Adam Trischler Yoshua Bengio ReLM AIMat 43 317 0 19 Oct 2017
What Would a Graph Look Like in This Layout? A Machine Learning Approach to Large Graph Visualization Oh-Hyun Kwon Tarik Crnovrsanin K. Ma 12 65 0 11 Oct 2017
Understanding Infographics through Textual and Visual Tag Prediction Zoya Bylinskii Sami Alsheikh Spandan Madan Adrià Recasens Kimberli Zhong Hanspeter Pfister F. Durand A. Oliva 40 40 0 26 Sep 2017
Learning Visual Importance for Graphic Designs and Data Visualizations Zoya Bylinskii N. Kim Peter O'Donovan Sami Alsheikh Spandan Madan Hanspeter Pfister F. Durand Bryan C. Russell Aaron Hertzmann HAI 43 164 0 08 Aug 2017
NIPS 2016 Tutorial: Generative Adversarial Networks Ian Goodfellow GAN 101 1,721 0 31 Dec 2016
Converting Basic D3 Charts into Reusable Style Templates Jonathan Harper Maneesh Agrawala 22 61 0 17 Sep 2016
A Diagram Is Worth A Dozen Images Aniruddha Kembhavi M. Salvato Eric Kolve Minjoon Seo Hannaneh Hajishirzi Ali Farhadi 3DV 36 472 0 24 Mar 2016
Asynchronous Methods for Deep Reinforcement Learning Volodymyr Mnih Adria Puigdomenech Badia M. Berk Mirza Alex Graves Timothy Lillicrap Tim Harley David Silver Koray Kavukcuoglu 166 8,805 0 04 Feb 2016
Approximated and User Steerable tSNE for Progressive Visual Analytics Nicola Pezzotti B. Lelieveldt Laurens van der Maaten T. Höllt E. Eisemann Anna Vilanova 31 286 0 05 Dec 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 412 61,900 0 04 Jun 2015