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
- Diagnosing similarities in probabilistic multi-model ensembles: an application to soil–plant-growth-modelingAline Schäfer Rodrigues Silva, Tobias K. D. Weber, Sebastian Gayler, Anneli Guthke, Marvin Höge, Wolfgang Nowak, Thilo Streck · 2022 · Modeling Earth Systems and Environment
- Nasseh method to visualize high-dimensional dataBabak Nasseh Chaffi, Fakhteh Soltani Tafreshi · 2019 · Applied Soft Computing
- Bubble-Wall Plot as a Dynamic Analytical Processing Visualization Tool for Developing Visual Warning Systems: a Case StudyMingxuan Wu, Huan Zhang, Jie Liang, Niusha Shafiabady, Haiyan Lu, Ergun Gide, D.W.M.N.C. Dasanayake, Meena Jha, Shaoyang Duan · 2025 · PLoS ONE
- Gradient-based explanation for non-linear non-parametric dimensionality reductionSacha Corbugy, Rebecca Marion, Benoît Frénay · 2024 · Data Mining and Knowledge Discovery
- DimBridge: Interactive Explanation of Visual Patterns in Dimensionality Reductions with Predicate LogicBrian Montambault, Gabriel Appleby, Jen Rogers, Camelia D. Brumar, Mingwei Li, Remco Chang · 2024 · IEEE Transactions on Visualization and Computer Graphics
- Glyph design for communication initiation in real-time human-automation collaborationMagnus Nylin, Jonas Lundberg, Magnus Bång, Kostiantyn Kucher · 2024 · Visual Informatics
- Divisi: Interactive Search and Visualization for Scalable Exploratory Subgroup AnalysisVenkatesh Sivaraman, Zexuan Li, Adam Perer · 2025 · CHI Conference on Human Factors in Computing Systems
- A Methodology for Neural Network Architectural Tuning Using Activation Occurrence MapsRafael 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)
- GRay: Ray Casting for Visualization and Interactive Data Exploration of Gaussian Mixture ModelsKai Lawonn, Monique Meuschke, Pepe Eulzer, Matthias Mitterreiter, Joachim Giesen, Tobias Günther · 2022 · IEEE Transactions on Visualization and Computer Graphics
- A Novel Meta-Heuristic Optimization Algorithm in White Blood Cells燙lassificationKhaled Ahmed Mohamed Fathy, Humam Khalid Yaseen, Mohammad T. Abou-Kreisha, Kamal A. ElDahshan · 2023 · Computers, materials & continua/Computers, materials & continua (Print)
- Interactive Big Data Visualizations: Potential for Management ReportingPeter Hofer, Lisa Perkhofer, Albert Mayr · 2023 · Springer eBooks
- Analysis of a hadron beam in five-dimensional phase spaceA. Hoover, Kiersten Ruisard, A. Aleksandrov, Alexander Zhukov, Sarah M. Cousineau · 2023 · Physical Review Accelerators and Beams
- Green Chemistry Allometry Test of Microwave-Assisted Synthesis of Transition Metal NanostructuresV.J. Law, Denis Pius Dowling · 2023 · American Journal of Analytical Chemistry
- Indy Survey Tool: A Framework to Unearth Correlations in Survey DataTarik Crnovrsanin, Sara Di Bartolomeo, Connor Wilson, Cody Dunne · 2023 · Visualization
- Review of High-Dimensional and Complex Data VisualizationPaska Marto Hasugian, Herman Mawengkang, Poltak Sihombing, Syahril Efendi · 2023 · International Conference of Computer Science and Information Technology (ICoSNIKOM)
- Analyzing Histone Modifications in iPS Cells Using Tiled Binned 3D Scatter PlotsDirk Zeckzer, Daniel Wiegreffe, Lydia Müller · 2016 · Big Data Visual and Immersive Analytics
- Visualizing Multidimensional Data with Order StatisticsMayank Raj, Ross Whitaker · 2018 · Computer Graphics Forum
- Hinted Star Coordinates for Mixed DataJosé Matute, Lars Linsen · 2019 · Computer Graphics Forum
- Temporal scatterplotsOr Patashnik, Min Lü, Amit Haim Bermano, Daniel Cohen‐Or · 2020 · Computational Visual Media
- Visual analysis of fitness landscapes in architectural design optimizationMoataz Abdelaal, Marcel Galuschka, Max Zorn, Fabian Kannenberg, Achim Menges, Thomas Wortmann, Daniel Weiskopf, Kuno Kurzhals · 2024 · The Visual Computer
- Enhancing Scatter-plots with Start-plots for Visualising Multi-dimensional DataQuang Vinh Nguyễn, Mao Lin Huang, Simeon J. Simoff · 2020 · International Conference on Information Visualisation (IV)
- Incorporating Texture Information into Dimensionality Reduction for High-Dimensional ImagesAlexander Vieth, Anna Vilanova, Boudewijn P. F. Lelieveldt, Elmar Eisemann, Thomas Höllt · 2022 · IEEE Pacific Visualization Symposium
- Domain-Irrelevant Representation Learning for Unsupervised Domain Generalization.Xingxuan Zhang, Linjun Zhou, Renzhe Xu, Peng Cui, Zheyan Shen, Haoxin Liu · 2021 · arXiv (Cornell University)
- Using Machine Learning to Improve Interactive Visualizations for Large Collected Traffic Detector DataRifat Mehreen Amin, Pia Hammer, Andreas Martin Butz · 2024 · ACM International Conference on Intelligent User Interfaces (IUI)
- OutViz: Visualizing the Outliers of Multivariate Time SeriesJake Gonzalez, Tommy Dang · 2021 · Advances in Information Technology
- Data visualization through non linear dimensionality reduction using feature based Ricci flow embeddingAdarsh Prasad Behera, Jagriti Singh, Shekhar Verma, Manish Kumar · 2022 · Multimedia Tools and Applications
- STRive: An association rule-based system for the exploration of spatiotemporal categorical dataMauro Diaz, Luis Sante, Joel Perca, João Victor da Silva, Nivan Roberto Ferreira Júnior, Jorge Poco · 2025 · Computers & Graphics
- Visualizing the Stability of 2D Point Sets from Dimensionality Reduction TechniquesChristian Reinbold, Alexander Kumpf, Rüdiger Westermann · 2019 · Computer Graphics Forum
- q-SNE: Visualizing Data using q-Gaussian Distributed Stochastic Neighbor EmbeddingMotoshi Abe, Junichi Miyao, Takio Kurita · 2021 · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition
- 3D-RadViz: Three Dimensional Radial Visualization for Large-Scale Data VisualizationAbdelrahman Elewah, Abeer A. Badawi, Haytham Khalil, Shahryar Rahnamayan, Khalid Elgazzar · 2021 · IEEE Congress on Evolutionary Computation (CEC)
- Evaluation and Selection of Autoencoders for Expressive Dimensionality Reduction of Spatial EnsemblesHamid Gadirov, Gleb Tkachev, Thomas Ertl, Steffen Frey · 2021 · Lecture notes in computer science
- Analyzing Histone Modifications Using Tiled Binned Clustering and 3D Scatter PlotsDick Zeckzer, Daniel Wiegreffe, Lydia Müller · 2018 · Journal of WSCG
- Decomposition and Visualization of High-Dimensional Data in a Two Dimensional InterfaceMimoun Lamrini, Mohamed Yassin Chkouri · 2019 · International Conference on Smart Systems and Data Science (ICSSD)
- Interaktive Big Data Visualisierungen – Potenzial für das Management ReportingPeter Hofer, Lisa Perkhofer, Albert Mayr · 2020 · Springer eBooks
- A summarization glyph for sets of unreadable visual items in treemapsAlexandre 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)
- A visual analytic approach for the identification of ICU patient subpopulations using ICD diagnostic codesDaniel Alcaide, Jan A Aerts · 2021 · PeerJ Computer Science
- VRGrid: Efficient Transformation of 2D Data into Pixel Grid LayoutAdrien Halnaut, Romain Giot, Romain Bourqui, David Auber · 2022 · International Conference on Information Visualisation (IV)
- High Dimensional Data Visualization: Advances and ChallengesFisseha Gidey, Charles Awono Onana · 2017 · International Journal of Computer Applications
- The Visual Analytics Approach for Analyzing Trajectories of Critical Infrastructure EmployersEvgenia Sergeevna Novikova, Igor Vitalievich Kotenko, Ivan Murenin · 2020 · Energies
- “Normalized Stress” is Not Normalized: How to Interpret Stress CorrectlyKiran Smelser, Jacob A. Miller, Stephen Kobourov · 2024 · IEEE Evaluation and Beyond - Methodological Approaches for Visualization (BELIV)
- A novel visualization enabled decision support framework for data-driven integrated design space explorationRashmi Rama Sushil, Mathew Baby, Gehendra Sharma, Anand Balu Nellippallil, Palaniappan Ramu · 2025 · Structural and Multidisciplinary Optimization
- Integrated visual analysis of multi-source data for comprehensive assessment of adolescent physical and mental healthXunan Tan, Zhen Li, Xiang Suo, Wenjun Li, Lei Bi, Fangshu Yao · 2025 · The Visual Computer
- Homology-Preserving Multi-Scale Graph Skeletonization Using Mapper on GraphsPaul Rosen, Mustafa Hajij, Bei Wang · 2023 · Topological Data Analysis and Visualization (TopoInVis)
- EBPVis: Visual Analytics of Economic Behavior Patterns in a Virtual Experimental EnvironmentYuhua Liu, Yuming Ma, Qing Shi, Wen Jin, Wanjun Zheng, Xuanwu Yue, Hang Ye, Wei Chen, Yuwei Meng, Zhiguang Zhou · 2024 · Computer Graphics Forum
- A Visual Representation of Engineering Catalogs Using Variational AutoencodersSaketh Sridhara, Krishnan Suresh · 2024 · Journal of Mechanical Design
- Optimizing delivery systems within the e-retail context: a weighted self-organizing map for delivery region partitioningEric Ka Ho Leung, S. Das, Tolga Bektaş, Tsan‐Ming Choi · 2025 · European Journal of Operational Research
- GPU accelerated scalable parallel coordinates plotsJosef Stumpfegger, Kevin Höhlein, George C. Craig, Rüdiger Westermann · 2022 · Computers & Graphics
- Comparing dimensionality reduction techniques for visual analysis of the LSTM hidden activity on multi-dimensional time series modelingLianen Ji, Shirong Qiu, Zhi Jie Xu, Yue Liu, Guang Yang · 2024 · The Visual Computer
- psudo: Exploring Multi‐Channel Biomedical Image Data with Spatially and Perceptually Optimized PseudocoloringSimon 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
- Establishing a Cooperation Between RadViz and SOM to Improve the Analyst Visual ExperienceRosa Matias · 2017 · Lecture notes in computer science
- A Constrained Randomization Approach to Interactive Visual Data Exploration with Subjective FeedbackBo Kang, Kai Puolamäki, Jefrey Lijffijt, Tijl De Bie · 2019 · IEEE Transactions on Knowledge and Data Engineering
- MultiSciView: Multivariate Scientific X-ray Image Visual Exploration with Cross-Data Space ViewsWen 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
- A Gentle Introduction to Feature LearningHaitao Zhao, Zhihui Lai, Henry Leung, Xianyi Zhang · 2020 · Information fusion and data science
- Towards Trust-Augmented Visual Analytics for Data-Driven Energy ModelingAkshith Reddy Kandakatla, Vikas Chandan, Soumya Kundu, Indrasis Chakraborty, Kristin A. Cook, Aritra Dasgupta · 2020 · IEEE Workshop on TRust and EXpertise in Visual Analytics (TREX)
- Toward a taxonomy for 2D non-paired General Line Coordinates: a comprehensive surveyAntonella S. Antonini, Leandro Luque, María Luján Ganuza, Silvia Mabel Castro · 2022 · International Journal of Data Science and Analytics
- Exploring High‐Dimensional Structure via Axis‐Aligned Decomposition of Linear ProjectionsJayaraman J. Thiagarajan, Shusen Liu, Karthikeyan Natesan Ramamurthy, Peer‐Timo Bremer · 2018 · Computer Graphics Forum
- Knowledge‐driven System Simulation for Scenario Analysis in Risk AssessmentPietro Turati, Nicola Pedroni, Enrico Zio · 2017
- MOG: Mapper on Graphs for Relationship Preserving ClusteringMustafa Hajij, Bei Wang, Paul Rosen · 2018 · arXiv (Cornell University)
- Measuring phenotypic heterogeneity in isogenic bacterial populations using flow cytometry and Raman spectroscopyCristina García‐Timermans, Peter Rubbens, Jasmine Heyse, Frederiek‐Maarten Kerckhof, Ruben Props, André G. Skirtach, Willem Waegeman, Nico Boon · 2019 · bioRxiv (Cold Spring Harbor Laboratory)
- Indy Survey Tool: A framework to unearth correlations in survey dataTarik Crnovrsanin, Sara Di Bartolomeo, Connor Wilson, Cody Dunne · 2023
- Cell Heterogeneity Analysis Revealed the Key Role of Fibroblasts in the Magnum Regression of DucksXue Du, Xiaoqin Xu, Yali Liu, Zhijun Wang, Hao Qiu, Ayong Zhao, Lizhi Lu · 2024 · Animals
- Improvement Strategies for Visualizing Solution Sets in Many-Objective Optimization ProblemsChristian von Lücken, Uriel Pereira, Enrique Dávalos, Fabio López‐Pires · 2024 · IEEE Access
- A Deep Learning-Based Detection of Ground Deformation Using a Single InterferogramMahmoud Abdallah, Xiaoli Ding, Samaa Tayeb, Songbo Wu · 2025
- Toward More Explainable Nonlinear Dimensionality Reduction: A Feature-Driven Interaction ApproachAeri Cho, Hyeon Jeon, Kiroong Choe, Seokhyeon Park, Jinwook Seo · 2025 · IEEE Transactions on Visualization and Computer Graphics
- Autoencoder-based regularization methods for parametric and inverse projectionsFrederik L. Dennig, Daniela Blumberg, Nina Geyer, Yannick Metz · 2026 · Computers & Graphics
- On merge trees and discrete Morse functions on paths and treesJulian Brüggemann · 2022 · Journal of Applied and Computational Topology
- Exploration and Assessment of Interaction in an Immersive Analytics Module: A Software-Based ComparisonSofia Karam, Ra’ed M. Jaradat, Michael A. Hamilton, Vidanelage L. Dayarathna, Parker Jones, Randy Buchanan · 2022 · Applied Sciences
- A Machine Learning Approach to Visual Insight Discovery in Multidimensional Hierarchical DataGuijuan Wang, Boyou Tan, Zhong Wang, Jiansong Wang, Hao Guo, Yadong Wu · 2022 · International Conference on Pattern Recognition and Artificial Intelligence (PRAI)
- High-dimensional scalar function visualization using principal parameterizationsRafael Ballester‐Ripoll, Gaudenz Halter, Renato Pajarola · 2023 · The Visual Computer
- Visual Representations for Data Analytics: User StudyLadislav Peška, Ivana Sixtová, David Hoksza, David Bernhauer, Tomáš Skopal · 2023 · Communications in computer and information science
- Data avatars: A theory-guided design and assessment for multidimensional data visualizationKurt A. Pflughoeft, Fatemeh Mariam Zahedi, Yan Chen · 2023 · Information & Management
- FAVis: Visual Analytics of Factor Analysis for Psychological ResearchYikai Lu, Chaoli Wang · 2024 · Visualization
- “What are they not telling me?” Learning machine learning: Understanding the challenges for novicesRobert Cinca, Enrico Costanza, Mirco Musolesi, Muna Alebri · 2024 · International Journal of Human-Computer Studies
- Hyperkinetic movement disorder analysis using multidimensional projectionsAndressa Silva, Eduardo Ferreira Ribeiro, Jelle R. Dalenberg, Alexandru Cristian Telea, Marina A.J. Tijssen, João L. D. Comba · 2025 · Computers & Graphics
- Visualization of nonlinear programming for robot motion planningDavid Hägele, Moataz Abdelaal, Ozgur S. Oguz, Marc Toussaint, Daniel Weiskopf · 2020 · International Symposium on Visual Information Communication and Interaction (VINCI)
- Projection of Wireless Multipath Clusters Using Multi-Dimensional Visualization TechniquesAaron Don M. Africa, Emmanuel T. Trinidad, Lawrence Y. Materum · 2020 · Advances in Science Technology and Engineering Systems Journal
- Loch Prospector: Metadata Visualization for Lakes of Open DataNeha Makhija, Mansi Jain, Nikolaos Tziavelis, Laura Di Rocco, Sara Di Bartolomeo, Cody Dunne · 2020 · Visualization
- Visualizing data through curvilinear representations of matricesDaniel K. Sewell · 2018 · Computational Statistics & Data Analysis
- Visual analytics for nonlinear programming in robot motion planningDavid Hägele, Moataz Abdelaal, Ozgur S. Oguz, Marc Toussaint, Daniel Weiskopf · 2021 · Journal of Visualization
- Using Directed Variance to Identify Meaningful Views in Call-Path Performance ProfilesTom Vierjahn, Marc-André Hermanns, Bernd W. Mohr, Matthias Müller, Torsten Kuhlen, Bernd Hentschel · 2016 · Workshop on Visual Performance Analysis (VPA)
- See it to believe it?Thomas Davidson, Jonathan Mace · 2022 · Symposium on Cloud Computing
- iHELP: interactive hierarchical linear projections for interpreting non-linear projectionsXingchen Zeng, Haowen Zhou, Zhicong Li, Chenqi Zhang, Juncong Lin, Jiazhi Xia, Yanyi Yang, Xiaoyan Kui · 2022 · Journal of Visualization
- Mass-Based Environmental Factor and Energy Assessment of Microwave-Assisted Synthesized Transition Metal NanostructuresV.J. Law · 2024 · American Journal of Analytical Chemistry
- Independent and Collaborative Visualization Tool DevelopmentYong Wan, Charles D. Hansen · 2019 · IEEE Computer Graphics and Applications
- ElectroLens: Understanding Atomistic Simulations through Spatially-Resolved Visualization of High-Dimensional FeaturesX. L. Lei, Fred Hohman, Duen Horng Chau, Andrew James Medford · 2019 · Visualization
- Research on Anomaly Detection of Civil Aircraft Hydraulic System Based on Multivariate Monitoring DataHongsheng Yan, Hongfu Zuo, Jianzhong Sun, Ningyu Gao, Fangyuan Wang · 2019 · IEEE AUTOTESTCON (IEEE Systems Readiness Technology Conference)
- Interactive Explanations of Internal Representations of Neural Network Layers: An Exploratory Study on Outcome Prediction of Comatose PatientsMeike 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
- Multidimensional projections for the visual exploration of multimedia dataDanilo Barbosa Coimbra · 2016
- 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)
- Using Hybrid Scatterplots for Visualizing Multi-dimensional DataQuang Vinh Nguyễn, Mao Lin Huang, Simeon J. Simoff · 2022 · Studies in computational intelligence
- VIZPLAN: A VISUAL ANALYTICS PLATFORM FOR THE ASSESSMENT OF MULTIDIMENSIONAL INDICATORS OVER TIMELéo Leplat, Ricardo da Silva Torres, Dina Margrethe Aspen, A. Amundsen · 2022 · ISPRS annals of the photogrammetry, remote sensing and spatial information sciences
- 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 IndexesRufus Gikera, Jonathan Mwaura, Elizaphan Muuro, Shadrack Maina Mambo · 2023 · Journal on artificial intelligence
- GrassCaré: Visualizing the Grassmannian on the Poincaré DiskHuanran Li, Daniel Pimentel-Alarcón · 2024 · SN Computer Science
- Optimizing Manufacturing Processes With Neural Network-Based Quality ControlMandeep Kaur, Munikrishnaiah Sundararamaiah · 2025 · Advances in computational intelligence and robotics book series
- Design and Implementation of the Transparent, Interpretable, and Multimodal (TIM) AR Personal AssistantErin McGowan, João Rulff, Sonia Castelo, Guande Wu, Shaoyu Chen, Roque López, Bea Steers, Iran R. Roman, Fábio F. Dias, Jing Qian et al. · 2025 · IEEE Computer Graphics and Applications
- Red Alert! Unveiling Insights in Violence Against Women through Interactive Data VisualizationGabriel Zurawski, Vinícius Pedroso, Eduarda Patricio, Giovanna Castro, André Fernando Rollwagen, Isabel Harb Manssour · 2025 · Journal on Interactive Systems
- Uncertainty-Aware PCA for Arbitrarily Distributed Data Modeled by Gaussian Mixture ModelsDaniel Klötzl, Ozan Tastekin, David Hägele, Marina Evers, Daniel Weiskopf · 2025
- Can LLMs Bridge Domain and Visualization? A Case Study on High-Dimension Data Visualization in Single-Cell TranscriptomicsQianwen Wang, Xinyi Liu, Nils Gehlenborg · 2025 · IEEE Transactions on Visualization and Computer Graphics
- Evolutionary design of a visual analytics interface to study predictive patterns in high dimensional dataDarius Coelho, Eric Papenhausen, Klaus D. Mueller · 2025 · Visual Informatics
- How Scale Breaks “Normalized Stress” and KL Divergence: Rethinking Quality MetricsKiran Smelser, Kaviru Gunaratne, Jacob A. Miller, Stephen Kobourov · 2026 · IEEE Transactions on Visualization and Computer Graphics