Visualizing High-Dimensional Data: Advances in the Past Decade

Liu, Shusen, Maljovec, Dan, Wang, Bei, Bremer, Peer-Timo, Pascucci, Valerio·2017·IEEE Transactions on Visualization and Computer Graphics

Cited by (425)

Items 101–200 of 425

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  3. Uncertainty visualization: Fundamentals and recent developments
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    Rifkie Primartha, Bayu Adhi Tama, Azhary Arliansyah, Kanda Januar Miraswan · 2019 · Journal of Physics Conference Series
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  6. With respect to what?
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    Md Rafiqul Islam, Shanjita Akter Prome, Md Rakybuzzaman Ratan, Abu Raihan Mostofa Kamal, Guandong Xu · 2021 · Human-Centric Intelligent Systems
  9. HyperNP: Interactive Visual Exploration of Multidimensional Projection Hyperparameters
    Gabriel Appleby, Mateus Espadoto, R. Chen, Samuel Goree, Alexandru Cristian Telea, Erik W. Anderson, Remco Chang · 2022 · Computer Graphics Forum
  10. Quantitative and Qualitative Comparison of 2D and 3D Projection Techniques for High-Dimensional Data
    Zonglin Tian, Xiaorui Zhai, Gijs van Steenpaal, Lingyun Yu, Evanthia Dimara, Mateus Espadoto, Alexandru Cristian Telea · 2021 · Information
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    Dylan Rees, Robert S. Laramee, Paul Brookes, Tony D’Cruze, Gary A. Smith, Aslam Miah · 2020 · IEEE Transactions on Visualization and Computer Graphics
  12. Deep Recursive Embedding for High-Dimensional Data
    Zixia Zhou, Xinrui Zu, Yuanyuan Wang, Boudewijn P. F. Lelieveldt, Qian Tao · 2021 · IEEE Transactions on Visualization and Computer Graphics
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    Xingyu Lan, Yu Liu · 2024 · IEEE Transactions on Visualization and Computer Graphics
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    Syed Tasnimul Karim Ayon, Farhan Md. Siraj, Jia Uddin · 2025 · Computers, materials & continua/Computers, materials & continua (Print)
  17. Track Iran's national COVID-19 response committee’s major concerns using two-stage unsupervised topic modeling
    Fatemeh Kaveh-Yazdy, Sajjad Zarifzadeh · 2020 · International Journal of Medical Informatics
  18. Out-of-sample data visualization using bi-kernel t-SNE
    Haili Zhang, Pu Wang, Xuejin Gao, Yongsheng Qi, Huihui Gao · 2020 · Information Visualization
  19. DimLift: Interactive Hierarchical Data Exploration Through Dimensional Bundling
    Laura Garrison, Juliane Müller, Stefanie Schreiber, Steffen Oeltze‐Jafra, Helwig Hauser, Stefan Brückner · 2021 · IEEE Transactions on Visualization and Computer Graphics
  20. A Visual Analytics Approach for the Diagnosis of Heterogeneous and Multidimensional Machine Maintenance Data
    Xiaoyu Zhang, Takanori Fujiwara, Senthil K. Chandrasegaran, Michael P. Brundage, Rachael Sexton, Alden A. Dima, Kwan‐Liu Ma · 2021 · IEEE Pacific Visualization Symposium
  21. Exploring Multi‐dimensional Data via Subset Embedding
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    Adrien Bibal, Antoine Clarinval, Bruno Dumas, Benoît Frénay‬ · 2021 · Array
  23. Pattern Trails: Visual Analysis of Pattern Transitions in Subspaces
    Dominik Jäckle, Michael Hund, Michael Behrisch, Daniel A. Keim, Tobias Schreck · 2017 · IEEE Conference on Visual Analytics Science and Technology (VAST)
  24. An association rule based approach to reducing visual clutter in parallel sets
    Chong Zhang, Chen Yang, Jing Yang, Zhengcong Yin · 2019 · Visual Informatics
  25. Recent Machine Learning Approaches for Single-Cell RNA-seq Data Analysis
    Aristidis G. Vrahatis, Sotiris K. Tasoulis, Ilias G. Maglogiannis, Vassilis P. Plagianakos · 2020 · Studies in computational intelligence
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    Jussi Hakanen, Sanjin Rados, Giovanni Misitano, Bhupinder Singh Saini, Kaisa Miettinen, Krešimir Matković · 2022 · IEEE Access
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    Jiazhi Xia, Tianxiang Chen, Lei Zhang, Wei Chen, Yang Chen, Xiaolong Zhang, Cong Xie, Tobias Schreck · 2020 · IEEE Conference on Visual Analytics Science and Technology (VAST)
  29. An end-to-end explainability framework for spatio-temporal predictive modeling
    Massimiliano Altieri, Michelangelo Ceci, Roberto Corizzo · 2025 · Machine Learning
  30. Visual analytics of time-varying multivariate ionospheric scintillation data
    Aurea Soriano-Vargas, Bruno César Vani, Milton Hirokazu Shimabukuro, João Francisco Galera Monico, Maria Cristina Ferreira de Oliveira, Bernd Hamann A · 2017 · Computers & Graphics
  31. Visual Analysis of Multi-Parameter Distributions Across Ensembles of 3D Fields
    Alexander Kumpf, Josef Stumpfegger, P. Hartl, Rüdiger Westermann · 2021 · IEEE Transactions on Visualization and Computer Graphics
  32. Multivariate Data Explanation by Jumping Emerging Patterns Visualization
    Mário Popolin Neto, Fernando V. Paulovich · 2022 · IEEE Transactions on Visualization and Computer Graphics
  33. Deep learning multidimensional projections
    Mateus Espadoto, Nina S. T. Hirata, Alexandru Cristian Telea · 2020 · Information Visualization
  34. Guided Stable Dynamic Projections
    Eduardo Faccin Vernier, João L. D. Comba, Alexandru Cristian Telea · 2021 · Computer Graphics Forum
  35. Feature Learning for Nonlinear Dimensionality Reduction toward Maximal Extraction of Hidden Patterns
    Takanori Fujiwara, Yun-Hsin Kuo, Anders Ynnerman, Kwan‐Liu Ma · 2023 · IEEE Pacific Visualization Symposium
  36. Mesoscopic structure graphs for interpreting uncertainty in non-linear embeddings
    Junhan Zhao, Xiang Liu, Hongping Tang, Xiyue Wang, Sen Yang, Donfang Liu, Yijiang M. Chen, Yingjie Victor Chen · 2024 · Computers in Biology and Medicine
  37. Visual Analysis of Multidimensional Big Data: A Scalable Lightweight Bundling Method for Parallel Coordinates
    Wenqiang Cui, Ģirts Strazdiņš, Hao Henry Wang · 2021 · IEEE Transactions on Big Data
  38. Visual variables and configuration of software maps
    Daniel Limberger, Willy Scheibel, Jürgen Döllner, Matthias Trapp · 2022 · Journal of Visualization
  39. VERB: Visualizing and Interpreting Bias Mitigation Techniques Geometrically for Word Representations
    Archit Rathore, Sunipa Dev, Jeff M. Phillips, Vivek Srikumar, Yan Ling Zheng, Chin‐Chia Michael Yeh, Junpeng Wang, Wei Zhong Zhang, Bei Wang · 2023 · ACM Transactions on Interactive Intelligent Systems
  40. Visualisation for Decision Support in Many-Objective Optimisation: State-of-the-art, Guidance and Future Directions
    Jussi Hakanen, David Gold, Kaisa Miettinen, Patrick M. Reed · 2023 · Natural computing series
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    Tian Han, Ruimeng Li, Xiao Wang, Ying Wang, Kang Chen, Huaiwu Peng, Zhenxin Gao, Nannan Wang, Qinke Peng · 2024 · Renewable Energy
  42. An Evaluation of Perceptually Complementary Views for Multivariate Data
    Chunlei Chang, Tim Dwyer, Kim Marriott · 2018 · IEEE Pacific Visualization Symposium
  43. On-Tube Attribute Visualization for Multivariate Trajectory Data
    Benjamin Russig, David Groß, Raimund Dachselt, Stefan Gumhold · 2022 · IEEE Transactions on Visualization and Computer Graphics
  44. Visualization Resources: A Survey
    Xiaoxiao Liu, Mohammad Alharbi, Jian Chen, Alexandra Diehl, Dylan Rees, Elif E. Fırat, Qiru Wang, Robert S. Laramee · 2022 · Information Visualization
  45. Tagungsband ASIM 2018 – 24. Symposium Simulationstechnik
    Sundermeier, Julian, Gehlhoff, Felix, Fay, Alexander · 2018
  46. A Systematic Review of 3D Metaphoric Information Visualization
    A. S. K. Wijayawardena, Ruvan Abeysekera, M.W.P Maduranga · 2023 · International Journal of Modern Education and Computer Science
  47. AI-based experts’ knowledge visualization of cultural heritage: A case study of Terracotta Warriors
    Siyi Li, Yue Jiang, Bowen Jing, Liuyuxin Yang, Yuhe Zhang · 2025 · Journal of Cultural Heritage
  48. Spanning Trees as Approximation of Data Structures
    Daniel Alcaide, Jan A Aerts · 2020 · IEEE Transactions on Visualization and Computer Graphics
  49. Interpretation of Structural Preservation in Low-Dimensional Embeddings
    Aindrila Ghosh, Mona Nashaat, James Miller, Shaikh Quader · 2020 · IEEE Transactions on Knowledge and Data Engineering
  50. Visual Analytics of Multivariate Intensive Care Time Series Data
    Nicolas Brich, Christoph Schulz, Jörg Peter, Wilfried Klingert, Martin Schenk, Daniel Weiskopf, Michael Krone · 2022 · Computer Graphics Forum
  51. Semantic Color Mapping: A Pipeline for Assigning Meaningful Colors to Text
    Mennatallah El‐Assady, Rebecca Kehlbeck, Yannick Metz, Udo Schlegel, Rita Sevastjanova, Fabian Sperrle, Thilo Spinner · 2022
  52. Pattern discovery: A progressive visual analytic design to support categorical data analysis
    Hanqing Zhao, Huijun Zhang, Yan Liu, Yong‐Zhen Zhang, Xiaolong Zhang · 2017 · Journal of Visual Languages & Computing
  53. EEG-FRM: a neural network based familiar and unfamiliar face EEG recognition method
    Chao Chen, Lingfeng Fan, Ying Gao, Shuang Qiu, Wei Wei, Huiguang He · 2024 · Cognitive Neurodynamics
  54. ParetoLens: A Visual Analytics Framework for Exploring Solution Sets of Multi-Objective Evolutionary Algorithms [Application Notes]
    Yuxin Ma, Zherui Zhang, Ran Cheng, Yaochu Jin, Kay Chen Tan · 2025 · IEEE Computational Intelligence Magazine
  55. Innovative data techniques for centrifugal pump optimization with machine learning and AI model
    G. S. Dave, Amar Pandhare, Atul Prabhakar Kulkarni, Dhananjay Vasant Khankal · 2025 · PLoS ONE
  56. A General Framework for Comparing Embedding Visualizations Across Class-Label Hierarchies
    Trevor Manz, Fritz Lekschas, Evan Greene, Greg Finak, Nils Gehlenborg · 2024 · IEEE Transactions on Visualization and Computer Graphics
  57. Cognitive Insights into Sentic Spaces Using Principal Paths
    Edoardo Ragusa, Paolo Gastaldo, Rodolfo Zunino, Marco Jacopo Ferrarotti, Walter Rocchia, Sergio Decherchi · 2019 · Cognitive Computation
  58. OptMap: Using Dense Maps for Visualizing Multidimensional Optimization Problems
    Mateus Espadoto, Francisco Rodrigues, Nina S. T. Hirata, Alexandru Cristian Telea · 2021 · International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP)
  59. Visualization Resources: A Starting Point
    Xiaoxiao Liu, Mohammad Alharbi, Joseph Best, Chen Jian, Alexandra Diehl, Elif E. Fırat, Dylan Rees, Qiru Wang, Robert S. Laramee · 2021 · International Conference on Information Visualisation (IV)
  60. An Immersive Visual Analytics Platform for Multidimensional Dataset
    Bo Cun Sun, Aleksandr Fritz, Wei Xu · 2019 · IEEE/ACIS International Conference on Computer and Information Science (ICIS)
  61. A virtual meter-based visualization tool to present energy flows in multiple zone variable air volume air handling unit systems
    Darwish Darwazeh, Burak Gunay, Jean Duquette, William O’Brien · 2022 · Building and Environment
  62. Reducing the Analytical Bottleneck for Domain Scientists: Lessons from a Climate Data Visualization Case Study
    Aritra Dasgupta, Jorge Poco, Enrico Bertini, Claudio T. Silva · 2015 · Computing in Science & Engineering
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    Paul van der Corput, Jarke J. van Wijk · 2016 · Computer Graphics Forum
  64. Beyond the Third Dimension: Visualizing High-Dimensional Data with Projections
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  65. Structuring Mobility Transition With an Adaptive Graph Representation
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  66. Visualizing High-Dimensional Single-Cell RNA-seq Data via Random Projections and Geodesic Distances
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  69. Neural embeddings of scientific mobility reveal the stratification of institutions in China
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  70. RankAxis: Towards a Systematic Combination of Projection and Ranking in Multi-Attribute Data Exploration
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  71. Evaluation, Comparison and Monitoring of Multiparameter Systems by Unified Graphic Visualization of Activity Method on the Example of Learning Process
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  72. Model‐based Assessment of the Submarine Support System
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  73. Visual Identification and Extraction of Intrinsic Axes in High-Dimensional Data
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  74. Specifying the visualizing type of multi-dimensional data
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  75. Visual Analytics and Human Involvement in Machine Learning
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