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 201–300 of 425

  1. Diagnosing similarities in probabilistic multi-model ensembles: an application to soil–plant-growth-modeling
    Aline Schäfer Rodrigues Silva, Tobias K. D. Weber, Sebastian Gayler, Anneli Guthke, Marvin Höge, Wolfgang Nowak, Thilo Streck · 2022 · Modeling Earth Systems and Environment
  2. Nasseh method to visualize high-dimensional data
    Babak Nasseh Chaffi, Fakhteh Soltani Tafreshi · 2019 · Applied Soft Computing
  3. Bubble-Wall Plot as a Dynamic Analytical Processing Visualization Tool for Developing Visual Warning Systems: a Case Study
    Mingxuan Wu, Huan Zhang, Jie Liang, Niusha Shafiabady, Haiyan Lu, Ergun Gide, D.W.M.N.C. Dasanayake, Meena Jha, Shaoyang Duan · 2025 · PLoS ONE
  4. Gradient-based explanation for non-linear non-parametric dimensionality reduction
    Sacha Corbugy, Rebecca Marion, Benoît Frénay‬ · 2024 · Data Mining and Knowledge Discovery
  5. DimBridge: Interactive Explanation of Visual Patterns in Dimensionality Reductions with Predicate Logic
    Brian Montambault, Gabriel Appleby, Jen Rogers, Camelia D. Brumar, Mingwei Li, Remco Chang · 2024 · IEEE Transactions on Visualization and Computer Graphics
  6. Glyph design for communication initiation in real-time human-automation collaboration
    Magnus Nylin, Jonas Lundberg, Magnus Bång, Kostiantyn Kucher · 2024 · Visual Informatics
  7. Divisi: Interactive Search and Visualization for Scalable Exploratory Subgroup Analysis
    Venkatesh Sivaraman, Zexuan Li, Adam Perer · 2025 · CHI Conference on Human Factors in Computing Systems
  8. A Methodology for Neural Network Architectural Tuning Using Activation Occurrence Maps
    Rafael García, Alexandre X. Falcão, Alexandru Cristian Telea, Bruno Castro da Silva, Jim Tørresen, João L. D. Comba · 2019 · International Joint Conference on Neural Networks (IJCNN)
  9. GRay: Ray Casting for Visualization and Interactive Data Exploration of Gaussian Mixture Models
    Kai Lawonn, Monique Meuschke, Pepe Eulzer, Matthias Mitterreiter, Joachim Giesen, Tobias Günther · 2022 · IEEE Transactions on Visualization and Computer Graphics
  10. A Novel Meta-Heuristic Optimization Algorithm in White Blood Cells燙lassification
    Khaled Ahmed Mohamed Fathy, Humam Khalid Yaseen, Mohammad T. Abou-Kreisha, Kamal A. ElDahshan · 2023 · Computers, materials & continua/Computers, materials & continua (Print)
  11. Interactive Big Data Visualizations: Potential for Management Reporting
    Peter Hofer, Lisa Perkhofer, Albert Mayr · 2023 · Springer eBooks
  12. Analysis of a hadron beam in five-dimensional phase space
    A. Hoover, Kiersten Ruisard, A. Aleksandrov, Alexander Zhukov, Sarah M. Cousineau · 2023 · Physical Review Accelerators and Beams
  13. Green Chemistry Allometry Test of Microwave-Assisted Synthesis of Transition Metal Nanostructures
    V.J. Law, Denis Pius Dowling · 2023 · American Journal of Analytical Chemistry
  14. Indy Survey Tool: A Framework to Unearth Correlations in Survey Data
    Tarik Crnovrsanin, Sara Di Bartolomeo, Connor Wilson, Cody Dunne · 2023 · Visualization
  15. Review of High-Dimensional and Complex Data Visualization
    Paska Marto Hasugian, Herman Mawengkang, Poltak Sihombing, Syahril Efendi · 2023 · International Conference of Computer Science and Information Technology (ICoSNIKOM)
  16. Analyzing Histone Modifications in iPS Cells Using Tiled Binned 3D Scatter Plots
    Dirk Zeckzer, Daniel Wiegreffe, Lydia Müller · 2016 · Big Data Visual and Immersive Analytics
  17. Visualizing Multidimensional Data with Order Statistics
    Mayank Raj, Ross Whitaker · 2018 · Computer Graphics Forum
  18. Hinted Star Coordinates for Mixed Data
    José Matute, Lars Linsen · 2019 · Computer Graphics Forum
  19. Temporal scatterplots
    Or Patashnik, Min Lü, Amit Haim Bermano, Daniel Cohen‐Or · 2020 · Computational Visual Media
  20. Visual analysis of fitness landscapes in architectural design optimization
    Moataz Abdelaal, Marcel Galuschka, Max Zorn, Fabian Kannenberg, Achim Menges, Thomas Wortmann, Daniel Weiskopf, Kuno Kurzhals · 2024 · The Visual Computer
  21. Enhancing Scatter-plots with Start-plots for Visualising Multi-dimensional Data
    Quang Vinh Nguyễn, Mao Lin Huang, Simeon J. Simoff · 2020 · International Conference on Information Visualisation (IV)
  22. Incorporating Texture Information into Dimensionality Reduction for High-Dimensional Images
    Alexander Vieth, Anna Vilanova, Boudewijn P. F. Lelieveldt, Elmar Eisemann, Thomas Höllt · 2022 · IEEE Pacific Visualization Symposium
  23. Domain-Irrelevant Representation Learning for Unsupervised Domain Generalization.
    Xingxuan Zhang, Linjun Zhou, Renzhe Xu, Peng Cui, Zheyan Shen, Haoxin Liu · 2021 · arXiv (Cornell University)
  24. Using Machine Learning to Improve Interactive Visualizations for Large Collected Traffic Detector Data
    Rifat Mehreen Amin, Pia Hammer, Andreas Martin Butz · 2024 · ACM International Conference on Intelligent User Interfaces (IUI)
  25. OutViz: Visualizing the Outliers of Multivariate Time Series
    Jake Gonzalez, Tommy Dang · 2021 · Advances in Information Technology
  26. Data visualization through non linear dimensionality reduction using feature based Ricci flow embedding
    Adarsh Prasad Behera, Jagriti Singh, Shekhar Verma, Manish Kumar · 2022 · Multimedia Tools and Applications
  27. STRive: An association rule-based system for the exploration of spatiotemporal categorical data
    Mauro Diaz, Luis Sante, Joel Perca, João Victor da Silva, Nivan Roberto Ferreira Júnior, Jorge Poco · 2025 · Computers & Graphics
  28. Visualizing the Stability of 2D Point Sets from Dimensionality Reduction Techniques
    Christian Reinbold, Alexander Kumpf, Rüdiger Westermann · 2019 · Computer Graphics Forum
  29. q-SNE: Visualizing Data using q-Gaussian Distributed Stochastic Neighbor Embedding
    Motoshi Abe, Junichi Miyao, Takio Kurita · 2021 · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition
  30. 3D-RadViz: Three Dimensional Radial Visualization for Large-Scale Data Visualization
    Abdelrahman Elewah, Abeer A. Badawi, Haytham Khalil, Shahryar Rahnamayan, Khalid Elgazzar · 2021 · IEEE Congress on Evolutionary Computation (CEC)
  31. Evaluation and Selection of Autoencoders for Expressive Dimensionality Reduction of Spatial Ensembles
    Hamid Gadirov, Gleb Tkachev, Thomas Ertl, Steffen Frey · 2021 · Lecture notes in computer science
  32. Analyzing Histone Modifications Using Tiled Binned Clustering and 3D Scatter Plots
    Dick Zeckzer, Daniel Wiegreffe, Lydia Müller · 2018 · Journal of WSCG
  33. Decomposition and Visualization of High-Dimensional Data in a Two Dimensional Interface
    Mimoun Lamrini, Mohamed Yassin Chkouri · 2019 · International Conference on Smart Systems and Data Science (ICSSD)
  34. Interaktive Big Data Visualisierungen – Potenzial für das Management Reporting
    Peter Hofer, Lisa Perkhofer, Albert Mayr · 2020 · Springer eBooks
  35. A summarization glyph for sets of unreadable visual items in treemaps
    Alexandre Henrique Ichihara Pires, Rodrigo Santos do Amor Divino Lima, Carlos Gustavo Resque dos Santos, Bianchi Serique Meiguins, Anderson Gregório Marques Soares · 2020 · International Conference on Information Visualisation (IV)
  36. A visual analytic approach for the identification of ICU patient subpopulations using ICD diagnostic codes
    Daniel Alcaide, Jan A Aerts · 2021 · PeerJ Computer Science
  37. VRGrid: Efficient Transformation of 2D Data into Pixel Grid Layout
    Adrien Halnaut, Romain Giot, Romain Bourqui, David Auber · 2022 · International Conference on Information Visualisation (IV)
  38. High Dimensional Data Visualization: Advances and Challenges
    Fisseha Gidey, Charles Awono Onana · 2017 · International Journal of Computer Applications
  39. The Visual Analytics Approach for Analyzing Trajectories of Critical Infrastructure Employers
    Evgenia Sergeevna Novikova, Igor Vitalievich Kotenko, Ivan Murenin · 2020 · Energies
  40. “Normalized Stress” is Not Normalized: How to Interpret Stress Correctly
    Kiran Smelser, Jacob A. Miller, Stephen Kobourov · 2024 · IEEE Evaluation and Beyond - Methodological Approaches for Visualization (BELIV)
  41. A novel visualization enabled decision support framework for data-driven integrated design space exploration
    Rashmi Rama Sushil, Mathew Baby, Gehendra Sharma, Anand Balu Nellippallil, Palaniappan Ramu · 2025 · Structural and Multidisciplinary Optimization
  42. Integrated visual analysis of multi-source data for comprehensive assessment of adolescent physical and mental health
    Xunan Tan, Zhen Li, Xiang Suo, Wenjun Li, Lei Bi, Fangshu Yao · 2025 · The Visual Computer
  43. Homology-Preserving Multi-Scale Graph Skeletonization Using Mapper on Graphs
    Paul Rosen, Mustafa Hajij, Bei Wang · 2023 · Topological Data Analysis and Visualization (TopoInVis)
  44. EBPVis: Visual Analytics of Economic Behavior Patterns in a Virtual Experimental Environment
    Yuhua Liu, Yuming Ma, Qing Shi, Wen Jin, Wanjun Zheng, Xuanwu Yue, Hang Ye, Wei Chen, Yuwei Meng, Zhiguang Zhou · 2024 · Computer Graphics Forum
  45. A Visual Representation of Engineering Catalogs Using Variational Autoencoders
    Saketh Sridhara, Krishnan Suresh · 2024 · Journal of Mechanical Design
  46. Optimizing delivery systems within the e-retail context: a weighted self-organizing map for delivery region partitioning
    Eric Ka Ho Leung, S. Das, Tolga Bektaş, Tsan‐Ming Choi · 2025 · European Journal of Operational Research
  47. GPU accelerated scalable parallel coordinates plots
    Josef Stumpfegger, Kevin Höhlein, George C. Craig, Rüdiger Westermann · 2022 · Computers & Graphics
  48. Comparing dimensionality reduction techniques for visual analysis of the LSTM hidden activity on multi-dimensional time series modeling
    Lianen Ji, Shirong Qiu, Zhi Jie Xu, Yue Liu, Guang Yang · 2024 · The Visual Computer
  49. psudo: Exploring Multi‐Channel Biomedical Image Data with Spatially and Perceptually Optimized Pseudocoloring
    Simon Warchol, Jakob Troidl, Jeremy L. Muhlich, Robert Krueger, John Hoffer, Tica Lin, Johanna Beyer, Elena Leah Glassman, Peter Karl Sorger, Hanspeter Pfister · 2024 · Computer Graphics Forum
  50. Establishing a Cooperation Between RadViz and SOM to Improve the Analyst Visual Experience
    Rosa Matias · 2017 · Lecture notes in computer science
  51. A Constrained Randomization Approach to Interactive Visual Data Exploration with Subjective Feedback
    Bo Kang, Kai Puolamäki, Jefrey Lijffijt, Tijl De Bie · 2019 · IEEE Transactions on Knowledge and Data Engineering
  52. MultiSciView: Multivariate Scientific X-ray Image Visual Exploration with Cross-Data Space Views
    Wen Zhong, Wei Xu, Kevin G. Yager, Gregory S. Doerk, Jian Zhao, Yunke Tian, Sungsoo Ha, Cong Xie, Yuan Zhong, Klaus D. Mueller et al. · 2018 · Visual Informatics
  53. A Gentle Introduction to Feature Learning
    Haitao Zhao, Zhihui Lai, Henry Leung, Xianyi Zhang · 2020 · Information fusion and data science
  54. Towards Trust-Augmented Visual Analytics for Data-Driven Energy Modeling
    Akshith Reddy Kandakatla, Vikas Chandan, Soumya Kundu, Indrasis Chakraborty, Kristin A. Cook, Aritra Dasgupta · 2020 · IEEE Workshop on TRust and EXpertise in Visual Analytics (TREX)
  55. Toward a taxonomy for 2D non-paired General Line Coordinates: a comprehensive survey
    Antonella S. Antonini, Leandro Luque, María Luján Ganuza, Silvia Mabel Castro · 2022 · International Journal of Data Science and Analytics
  56. Exploring High‐Dimensional Structure via Axis‐Aligned Decomposition of Linear Projections
    Jayaraman J. Thiagarajan, Shusen Liu, Karthikeyan Natesan Ramamurthy, Peer‐Timo Bremer · 2018 · Computer Graphics Forum
  57. Knowledge‐driven System Simulation for Scenario Analysis in Risk Assessment
    Pietro Turati, Nicola Pedroni, Enrico Zio · 2017
  58. MOG: Mapper on Graphs for Relationship Preserving Clustering
    Mustafa Hajij, Bei Wang, Paul Rosen · 2018 · arXiv (Cornell University)
  59. Measuring phenotypic heterogeneity in isogenic bacterial populations using flow cytometry and Raman spectroscopy
    Cristina García‐Timermans, Peter Rubbens, Jasmine Heyse, Frederiek‐Maarten Kerckhof, Ruben Props, André G. Skirtach, Willem Waegeman, Nico Boon · 2019 · bioRxiv (Cold Spring Harbor Laboratory)
  60. Indy Survey Tool: A framework to unearth correlations in survey data
    Tarik Crnovrsanin, Sara Di Bartolomeo, Connor Wilson, Cody Dunne · 2023
  61. Cell Heterogeneity Analysis Revealed the Key Role of Fibroblasts in the Magnum Regression of Ducks
    Xue Du, Xiaoqin Xu, Yali Liu, Zhijun Wang, Hao Qiu, Ayong Zhao, Lizhi Lu · 2024 · Animals
  62. Improvement Strategies for Visualizing Solution Sets in Many-Objective Optimization Problems
    Christian von Lücken, Uriel Pereira, Enrique Dávalos, Fabio López‐Pires · 2024 · IEEE Access
  63. A Deep Learning-Based Detection of Ground Deformation Using a Single Interferogram
    Mahmoud Abdallah, Xiaoli Ding, Samaa Tayeb, Songbo Wu · 2025
  64. Toward More Explainable Nonlinear Dimensionality Reduction: A Feature-Driven Interaction Approach
    Aeri Cho, Hyeon Jeon, Kiroong Choe, Seokhyeon Park, Jinwook Seo · 2025 · IEEE Transactions on Visualization and Computer Graphics
  65. Autoencoder-based regularization methods for parametric and inverse projections
    Frederik L. Dennig, Daniela Blumberg, Nina Geyer, Yannick Metz · 2026 · Computers & Graphics
  66. On merge trees and discrete Morse functions on paths and trees
    Julian Brüggemann · 2022 · Journal of Applied and Computational Topology
  67. Exploration and Assessment of Interaction in an Immersive Analytics Module: A Software-Based Comparison
    Sofia Karam, Ra’ed M. Jaradat, Michael A. Hamilton, Vidanelage L. Dayarathna, Parker Jones, Randy Buchanan · 2022 · Applied Sciences
  68. A Machine Learning Approach to Visual Insight Discovery in Multidimensional Hierarchical Data
    Guijuan Wang, Boyou Tan, Zhong Wang, Jiansong Wang, Hao Guo, Yadong Wu · 2022 · International Conference on Pattern Recognition and Artificial Intelligence (PRAI)
  69. High-dimensional scalar function visualization using principal parameterizations
    Rafael Ballester‐Ripoll, Gaudenz Halter, Renato Pajarola · 2023 · The Visual Computer
  70. Visual Representations for Data Analytics: User Study
    Ladislav Peška, Ivana Sixtová, David Hoksza, David Bernhauer, Tomáš Skopal · 2023 · Communications in computer and information science
  71. Data avatars: A theory-guided design and assessment for multidimensional data visualization
    Kurt A. Pflughoeft, Fatemeh Mariam Zahedi, Yan Chen · 2023 · Information & Management
  72. FAVis: Visual Analytics of Factor Analysis for Psychological Research
    Yikai Lu, Chaoli Wang · 2024 · Visualization
  73. “What are they not telling me?” Learning machine learning: Understanding the challenges for novices
    Robert Cinca, Enrico Costanza, Mirco Musolesi, Muna Alebri · 2024 · International Journal of Human-Computer Studies
  74. Hyperkinetic movement disorder analysis using multidimensional projections
    Andressa Silva, Eduardo Ferreira Ribeiro, Jelle R. Dalenberg, Alexandru Cristian Telea, Marina A.J. Tijssen, João L. D. Comba · 2025 · Computers & Graphics
  75. Visualization of nonlinear programming for robot motion planning
    David Hägele, Moataz Abdelaal, Ozgur S. Oguz, Marc Toussaint, Daniel Weiskopf · 2020 · International Symposium on Visual Information Communication and Interaction (VINCI)
  76. Projection of Wireless Multipath Clusters Using Multi-Dimensional Visualization Techniques
    Aaron Don M. Africa, Emmanuel T. Trinidad, Lawrence Y. Materum · 2020 · Advances in Science Technology and Engineering Systems Journal
  77. Loch Prospector: Metadata Visualization for Lakes of Open Data
    Neha Makhija, Mansi Jain, Nikolaos Tziavelis, Laura Di Rocco, Sara Di Bartolomeo, Cody Dunne · 2020 · Visualization
  78. Visualizing data through curvilinear representations of matrices
    Daniel K. Sewell · 2018 · Computational Statistics & Data Analysis
  79. Visual analytics for nonlinear programming in robot motion planning
    David Hägele, Moataz Abdelaal, Ozgur S. Oguz, Marc Toussaint, Daniel Weiskopf · 2021 · Journal of Visualization
  80. Using Directed Variance to Identify Meaningful Views in Call-Path Performance Profiles
    Tom Vierjahn, Marc-André Hermanns, Bernd W. Mohr, Matthias Müller, Torsten Kuhlen, Bernd Hentschel · 2016 · Workshop on Visual Performance Analysis (VPA)
  81. See it to believe it?
    Thomas Davidson, Jonathan Mace · 2022 · Symposium on Cloud Computing
  82. iHELP: interactive hierarchical linear projections for interpreting non-linear projections
    Xingchen Zeng, Haowen Zhou, Zhicong Li, Chenqi Zhang, Juncong Lin, Jiazhi Xia, Yanyi Yang, Xiaoyan Kui · 2022 · Journal of Visualization
  83. Mass-Based Environmental Factor and Energy Assessment of Microwave-Assisted Synthesized Transition Metal Nanostructures
    V.J. Law · 2024 · American Journal of Analytical Chemistry
  84. Independent and Collaborative Visualization Tool Development
    Yong Wan, Charles D. Hansen · 2019 · IEEE Computer Graphics and Applications
  85. ElectroLens: Understanding Atomistic Simulations through Spatially-Resolved Visualization of High-Dimensional Features
    X. L. Lei, Fred Hohman, Duen Horng Chau, Andrew James Medford · 2019 · Visualization
  86. Research on Anomaly Detection of Civil Aircraft Hydraulic System Based on Multivariate Monitoring Data
    Hongsheng Yan, Hongfu Zuo, Jianzhong Sun, Ningyu Gao, Fangyuan Wang · 2019 · IEEE AUTOTESTCON (IEEE Systems Readiness Technology Conference)
  87. Interactive Explanations of Internal Representations of Neural Network Layers: An Exploratory Study on Outcome Prediction of Comatose Patients
    Meike Nauta, Michel J. A. M. van Putten, Marleen C. Tjepkema‐Cloostermans, Jeroen Peter Bos, Maurice van Keulen, Christin Seifert · 2020 · University of Twente Research Information
  88. Multidimensional projections for the visual exploration of multimedia data
    Danilo Barbosa Coimbra · 2016
  89. Disentangled dimensionality reduction for noise-robust speaker diarisation.
    You Jin Kim, Hee-Soo Heo, Jee-weon Jung, Youngki Kwon, Bong‐Jin Lee, Joon Son Chung · 2021 · arXiv (Cornell University)
  90. Using Hybrid Scatterplots for Visualizing Multi-dimensional Data
    Quang Vinh Nguyễn, Mao Lin Huang, Simeon J. Simoff · 2022 · Studies in computational intelligence
  91. VIZPLAN: A VISUAL ANALYTICS PLATFORM FOR THE ASSESSMENT OF MULTIDIMENSIONAL INDICATORS OVER TIME
    Léo Leplat, Ricardo da Silva Torres, Dina Margrethe Aspen, A. Amundsen · 2022 · ISPRS annals of the photogrammetry, remote sensing and spatial information sciences
  92. K-Hyperparameter Tuning in High-Dimensional Space Clustering: Solving Smooth Elbow Challenges Using an Ensemble Based Technique of a Self-Adapting Autoencoder and Internal Validation Indexes
    Rufus Gikera, Jonathan Mwaura, Elizaphan Muuro, Shadrack Maina Mambo · 2023 · Journal on artificial intelligence
  93. GrassCaré: Visualizing the Grassmannian on the Poincaré Disk
    Huanran Li, Daniel Pimentel-Alarcón · 2024 · SN Computer Science
  94. Optimizing Manufacturing Processes With Neural Network-Based Quality Control
    Mandeep Kaur, Munikrishnaiah Sundararamaiah · 2025 · Advances in computational intelligence and robotics book series
  95. Design and Implementation of the Transparent, Interpretable, and Multimodal (TIM) AR Personal Assistant
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  96. Red Alert! Unveiling Insights in Violence Against Women through Interactive Data Visualization
    Gabriel Zurawski, Vinícius Pedroso, Eduarda Patricio, Giovanna Castro, André Fernando Rollwagen, Isabel Harb Manssour · 2025 · Journal on Interactive Systems
  97. Uncertainty-Aware PCA for Arbitrarily Distributed Data Modeled by Gaussian Mixture Models
    Daniel Klötzl, Ozan Tastekin, David Hägele, Marina Evers, Daniel Weiskopf · 2025
  98. Can LLMs Bridge Domain and Visualization? A Case Study on High-Dimension Data Visualization in Single-Cell Transcriptomics
    Qianwen Wang, Xinyi Liu, Nils Gehlenborg · 2025 · IEEE Transactions on Visualization and Computer Graphics
  99. Evolutionary design of a visual analytics interface to study predictive patterns in high dimensional data
    Darius Coelho, Eric Papenhausen, Klaus D. Mueller · 2025 · Visual Informatics
  100. How Scale Breaks “Normalized Stress” and KL Divergence: Rethinking Quality Metrics
    Kiran Smelser, Kaviru Gunaratne, Jacob A. Miller, Stephen Kobourov · 2026 · IEEE Transactions on Visualization and Computer Graphics