DeepEyes: Progressive Visual Analytics for Designing Deep Neural Networks (English)
- New search for: Pezzotti, Nicola
- New search for: Hollt, Thomas
- New search for: Van Gemert, Jan
- New search for: Lelieveldt, Boudewijn P. F.
- New search for: Eisemann, Elmar
- New search for: Vilanova, Anna
- New search for: Pezzotti, Nicola
- New search for: Hollt, Thomas
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- New search for: Lelieveldt, Boudewijn P. F.
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In:
IEEE Transactions on Visualization and Computer Graphics
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24
, 1
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98-108
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2018
- Article (Journal) / Electronic Resource
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Title:DeepEyes: Progressive Visual Analytics for Designing Deep Neural Networks
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Contributors:Pezzotti, Nicola ( author ) / Hollt, Thomas ( author ) / Van Gemert, Jan ( author ) / Lelieveldt, Boudewijn P. F. ( author ) / Eisemann, Elmar ( author ) / Vilanova, Anna ( author )
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Published in:IEEE Transactions on Visualization and Computer Graphics ; 24, 1 ; 98-108
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Publisher:
- New search for: IEEE
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Publication date:2018-01-01
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Size:3421763 byte
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ISSN:
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DOI:
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Type of media:Article (Journal)
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Type of material:Electronic Resource
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Language:English
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Source:
Table of contents – Volume 24, Issue 1
The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.
- 1
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Visualizing Dataflow Graphs of Deep Learning Models in TensorFlowWongsuphasawat, Kanit / Smilkov, Daniel / Wexler, James / Wilson, Jimbo / Mane, Dandelion / Fritz, Doug / Krishnan, Dilip / Viegas, Fernanda B. / Wattenberg, Martin et al. | 2018
- 13
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Bring It to the Pitch: Combining Video and Movement Data to Enhance Team Sport AnalysisStein, Manuel / Janetzko, Halldor / Lamprecht, Andreas / Breitkreutz, Thorsten / Zimmermann, Philipp / Goldlucke, Bastian / Schreck, Tobias / Andrienko, Gennady / Grossniklaus, Michael / Keim, Daniel A. et al. | 2018
- 23
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Voila: Visual Anomaly Detection and Monitoring with Streaming Spatiotemporal DataNan Cao, / Chaoguang Lin, / Qiuhan Zhu, / Yu-Ru Lin, / Xian Teng, / Xidao Wen, et al. | 2018
- 34
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Clustering Trajectories by Relevant Parts for Air Traffic AnalysisAndrienko, Gennady / Andrienko, Natalia / Fuchs, Georg / Garcia, Jose Manuel Cordero et al. | 2018
- 45
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Sequence Synopsis: Optimize Visual Summary of Temporal Event DataYuanzhe Chen, / Panpan Xu, / Liu Ren, et al. | 2018
- 56
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EventThread: Visual Summarization and Stage Analysis of Event Sequence DataShunan Guo, / Ke Xu, / Rongwen Zhao, / Gotz, David / Hongyuan Zha, / Nan Cao, et al. | 2018
- 66
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Understanding a Sequence of Sequences: Visual Exploration of Categorical States in Lake Sediment CoresUnger, Andrea / Drager, Nadine / Sips, Mike / Lehmann, Dirk J. et al. | 2018
- 77
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Analyzing the Training Processes of Deep Generative ModelsMengchen Liu, / Jiaxin Shi, / Kelei Cao, / Jun Zhu, / Shixia Liu, et al. | 2018
- 88
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ActiVis: Visual Exploration of Industry-Scale Deep Neural Network ModelsMinsuk Kahng, / Andrews, Pierre Y. / Kalro, Aditya / Chau, Duen Horng Polo et al. | 2018
- 98
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DeepEyes: Progressive Visual Analytics for Designing Deep Neural NetworksPezzotti, Nicola / Hollt, Thomas / Van Gemert, Jan / Lelieveldt, Boudewijn P. F. / Eisemann, Elmar / Vilanova, Anna et al. | 2018
- 109
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Visualizing Confidence in Cluster-Based Ensemble Weather Forecast AnalysesKumpf, Alexander / Tost, Bianca / Baumgart, Marlene / Riemer, Michael / Westermann, Rudiger / Rautenhaus, Marc et al. | 2018
- 120
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SOMFlow: Guided Exploratory Cluster Analysis with Self-Organizing Maps and Analytic ProvenanceSacha, Dominik / Kraus, Matthias / Bernard, Jurgen / Behrisch, Michael / Schreck, Tobias / Asano, Yuki / Keim, Daniel A. et al. | 2018
- 131
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Towards a Systematic Combination of Dimension Reduction and Clustering in Visual AnalyticsWenskovitch, John / Crandell, Ian / Ramakrishnan, Naren / House, Leanna / Leman, Scotland / North, Chris et al. | 2018
- 142
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Clustervision: Visual Supervision of Unsupervised ClusteringBum Chul Kwon, / Eysenbach, Ben / Verma, Janu / Ng, Kenney / De Filippi, Christopher / Stewart, Walter F. / Perer, Adam et al. | 2018
- 152
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Do Convolutional Neural Networks Learn Class Hierarchy?Bilal, Alsallakh / Jourabloo, Amin / Mao Ye, / Xiaoming Liu, / Liu Ren, et al. | 2018
- 163
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Visual Diagnosis of Tree Boosting MethodsShixia Liu, / Jiannan Xiao, / Junlin Liu, / Xiting Wang, / Jing Wu, / Jun Zhu, et al. | 2018
- 174
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TreePOD: Sensitivity-Aware Selection of Pareto-Optimal Decision TreesMuhlbacher, Thomas / Linhardt, Lorenz / Moller, Torsten / Piringer, Harald et al. | 2018
- 184
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Dynamic Influence Networks for Rule-Based ModelsForbes, Angus G. / Burks, Andrew / Lee, Kristine / Xing Li, / Boutillier, Pierre / Krivine, Jean / Fontana, Walter et al. | 2018
- 195
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BiDots: Visual Exploration of Weighted BiclustersJian Zhao, / Maoyuan Sun, / Chen, Francine / Chiu, Patrick et al. | 2018
- 205
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How Do Ancestral Traits Shape Family Trees Over Generations?Siwei Fu, / Hao Dong, / Weiwei Cui, / Jian Zhao, / Huamin Qu, et al. | 2018
- 215
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VIGOR: Interactive Visual Exploration of Graph Query ResultsPienta, Robert / Hohman, Fred / Endert, Alex / Tamersoy, Acar / Roundy, Kevin / Gates, Chris / Navathe, Shamkant / Duen Horng Chau, et al. | 2018
- 226
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Graphiti: Interactive Specification of Attribute-Based Edges for Network Modeling and VisualizationSrinivasan, Arjun / Park, Hyunwoo / Endert, Alex / Basole, Rahul C. et al. | 2018
- 236
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LDSScanner: Exploratory Analysis of Low-Dimensional Structures in High-Dimensional DatasetsXia, Jiazhi / Ye, Fenjin / Chen, Wei / Wang, Yusi / Chen, Weifeng / Ma, Yuxin / Tung, Anthony K.H. et al. | 2018
- 246
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SkyLens: Visual Analysis of Skyline on Multi-Dimensional DataXun Zhao, / Yanhong Wu, / Weiwei Cui, / Xinnan Du, / Yuan Chen, / Yong Wang, / Dik Lun Lee, / Huamin Qu, et al. | 2018
- 256
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Visualizing Big Data Outliers Through Distributed AggregationWilkinson, Leland et al. | 2018
- 267
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Beyond Tasks: An Activity Typology for Visual AnalyticsEdge, Darren / Riche, Nathalie Henry / Larson, Jonathan / White, Christopher et al. | 2018
- 278
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The Interactive Visualization Gap in Initial Exploratory Data AnalysisBatch, Andrea / Elmqvist, Niklas et al. | 2018
- 288
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Podium: Ranking Data Using Mixed-Initiative Visual AnalyticsWall, Emily / Das, Subhajit / Chawla, Ravish / Kalidindi, Bharath / Brown, Eli T. / Endert, Alex et al. | 2018
- 298
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Comparing Visual-Interactive Labeling with Active Learning: An Experimental StudyBernard, Jurgen / Hutter, Marco / Zeppelzauer, Matthias / Fellner, Dieter / Sedlmair, Michael et al. | 2018
- 309
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Applying Pragmatics Principles for Interaction with Visual AnalyticsHoque, Enamul / Setlur, Vidya / Tory, Melanie / Dykeman, Isaac et al. | 2018
- 319
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Understanding the Relationship Between Interactive Optimisation and Visual Analytics in the Context of Prostate BrachytherapyJie Liu, / Dwyer, Tim / Marriott, Kim / Millar, Jeremy / Haworth, Annette et al. | 2018
- 330
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EVA: Visual Analytics to Identify Fraudulent EventsLeite, Roger A. / Gschwandtner, Theresia / Miksch, Silvia / Kriglstein, Simone / Pohl, Margit / Gstrein, Erich / Kuntner, Johannes et al. | 2018
- 340
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Supporting Handoff in Asynchronous Collaborative Sensemaking Using Knowledge-Transfer GraphsJian Zhao, / Glueck, Michael / Isenberg, Petra / Chevalier, Fanny / Khan, Azam et al. | 2018
- 351
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A Utility-Aware Visual Approach for Anonymizing Multi-Attribute Tabular DataXumeng Wang, / Jia-Kai Chou, / Wei Chen, / Huihua Guan, / Wenlong Chen, / Tianyi Lao, / Kwan-Liu Ma, et al. | 2018
- 361
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ConceptVector: Text Visual Analytics via Interactive Lexicon Building Using Word EmbeddingDeokgun Park, / Seungyeon Kim, / Jurim Lee, / Jaegul Choo, / Diakopoulos, Nicholas / Elmqvist, Niklas et al. | 2018
- 371
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PhenoLines: Phenotype Comparison Visualizations for Disease Subtyping via Topic ModelsGlueck, Michael / Naeini, Mahdi Pakdaman / Doshi-Velez, Finale / Chevalier, Fanny / Khan, Azam / Wigdor, Daniel / Brudno, Michael et al. | 2018
- 382
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Progressive Learning of Topic Modeling Parameters: A Visual Analytics FrameworkEl-Assady, Mennatallah / Sevastjanova, Rita / Sperrle, Fabian / Keim, Daniel / Collins, Christopher et al. | 2018
- 392
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Modeling Color Difference for Visualization DesignSzafir, Danielle Albers et al. | 2018
- 402
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Scatterplots: Tasks, Data, and DesignsSarikaya, Alper / Gleicher, Michael et al. | 2018
- 413
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Considerations for Visualizing ComparisonGleicher, Michael et al. | 2018
- 424
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Structuring Visualization Mock-Ups at the Graphical Level by Dividing the Display SpaceVuillemot, Romain / Boy, Jeremy et al. | 2018
- 435
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Bridging from Goals to Tasks with Design Study Analysis ReportsLam, Heidi / Tory, Melanie / Munzner, Tamara et al. | 2018
- 446
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Imagining Replications: Graphical Prediction & Discrete Visualizations Improve Recall & Estimation of Effect UncertaintyHullman, Jessica / Kay, Matthew / Yea-Seul Kim, / Shrestha, Samana et al. | 2018
- 457
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The Hologram in My Hand: How Effective is Interactive Exploration of 3D Visualizations in Immersive Tangible Augmented Reality?Bach, Benjamin / Sicat, Ronell / Beyer, Johanna / Cordeil, Maxime / Pfister, Hanspeter et al. | 2018
- 468
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Keeping Multiple Views Consistent: Constraints, Validations, and Exceptions in Visualization AuthoringZening Qu, / Hullman, Jessica et al. | 2018
- 478
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What Would a Graph Look Like in this Layout? A Machine Learning Approach to Large Graph VisualizationOh-Hyun Kwon, / Crnovrsanin, Tarik / Kwan-Liu Ma, et al. | 2018
- 489
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Revisiting Stress Majorization as a Unified Framework for Interactive Constrained Graph VisualizationYunhai Wang, / Yanyan Wang, / Yinqi Sun, / Lifeng Zhu, / Kecheng Lu, / Chi-Wing Fu, / Sedlmair, Michael / Deussen, Oliver / Baoquan Chen, et al. | 2018
- 500
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Functional Decomposition for Bundled Simplification of Trail SetsHurter, Christophe / Puechmorel, Stephane / Nicol, Florence / Telea, Alexandru et al. | 2018
- 511
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Orko: Facilitating Multimodal Interaction for Visual Exploration and Analysis of NetworksSrinivasan, Arjun / Stasko, John et al. | 2018
- 522
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HiPiler: Visual Exploration of Large Genome Interaction Matrices with Interactive Small MultiplesLekschas, Fritz / Bach, Benjamin / Kerpedjiev, Peter / Gehlenborg, Nils / Pfister, Hanspeter et al. | 2018
- 532
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Exploring Multivariate Event Sequences Using Rules, Aggregations, and SelectionsCappers, Bram C. M. / van Wijk, Jarke J. et al. | 2018
- 542
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Skeleton-Based ScagnosticsMatute, Jose / Telea, Alexandru C. / Linsen, Lars et al. | 2018
- 553
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Visual Exploration of Semantic Relationships in Neural Word EmbeddingsShusen Liu, / Bremer, Peer-Timo / Thiagarajan, Jayaraman J. / Srikumar, Vivek / Bei Wang, / Livnat, Yarden / Pascucci, Valerio et al. | 2018
- 563
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Data Visualization Saliency Model: A Tool for Evaluating Abstract Data VisualizationsMatzen, Laura E. / Haass, Michael J. / Divis, Kristin M. / Zhiyuan Wang, / Wilson, Andrew T. et al. | 2018
- 574
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Open vs. Closed Shapes: New Perceptual Categories?Burlinson, David / Subramanian, Kalpathi / Goolkasian, Paula et al. | 2018
- 584
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Priming and Anchoring Effects in VisualizationValdez, Andre Calero / Ziefle, Martina / Sedlmair, Michael et al. | 2018
- 595
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Visualizing Nonlinear Narratives with Story CurvesNam Wook Kim, / Bach, Benjamin / Hyejin Im, / Schriber, Sasha / Gross, Markus / Pfister, Hanspeter et al. | 2018
- 605
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MyBrush: Brushing and Linking with Personal AgencyKoytek, Philipp / Perin, Charles / Vermeulen, Jo / Andre, Elisabeth / Carpendale, Sheelagh et al. | 2018
- 616
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Nonlinear Dot PlotsRodrigues, Nils / Weiskopf, Daniel et al. | 2018
- 626
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VisTiles: Coordinating and Combining Co-located Mobile Devices for Visual Data ExplorationLangner, Ricardo / Horak, Tom / Dachselt, Raimund et al. | 2018
- 637
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Extracting and Retargeting Color Mappings from Bitmap Images of VisualizationsPoco, Jorge / Mayhua, Angela / Heer, Jeffrey et al. | 2018
- 647
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EdWordle: Consistency-Preserving Word Cloud EditingYunhai Wang, / Xiaowei Chu, / Chen Bao, / Lifeng Zhu, / Deussen, Oliver / Baoquan Chen, / Sedlmair, Michael et al. | 2018
- 657
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Taking Word Clouds Apart: An Empirical Investigation of the Design Space for Keyword SummariesFelix, Cristian / Franconeri, Steven / Bertini, Enrico et al. | 2018
- 667
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LSTMVis: A Tool for Visual Analysis of Hidden State Dynamics in Recurrent Neural NetworksStrobelt, Hendrik / Gehrmann, Sebastian / Pfister, Hanspeter / Rush, Alexander M. et al. | 2018
- 677
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TACO: Visualizing Changes in Tables Over TimeNiederer, Christina / Stitz, Holger / Hourieh, Reem / Grassinger, Florian / Aigner, Wolfgang / Streit, Marc et al. | 2018
- 687
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CasCADe: A Novel 4D Visualization System for Virtual Construction PlanningIvson, Paulo / Nascimento, Daniel / Celes, Waldemar / Barbosa, Simone D. J. et al. | 2018
- 698
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Assessing the Graphical Perception of Time and Speed on 2D+Time TrajectoriesPerin, Charles / Wun, Tiffany / Pusch, Richard / Carpendale, Sheelagh et al. | 2018
- 709
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iTTVis: Interactive Visualization of Table Tennis DataYingcai Wu, / Ji Lan, / Xinhuan Shu, / Chenyang Ji, / Kejian Zhao, / Jiachen Wang, / Hui Zhang, et al. | 2018
- 719
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Bubble Treemaps for Uncertainty VisualizationGortler, Jochen / Schulz, Christoph / Weiskopf, Daniel / Deussen, Oliver et al. | 2018
- 729
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Stable Treemaps via Local MovesSondag, Max / Speckmann, Bettina / Verbeek, Kevin et al. | 2018
- 739
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CyteGuide: Visual Guidance for Hierarchical Single-Cell AnalysisHollt, Thomas / Pezzotti, Nicola / van Unen, Vincent / Koning, Frits / Lelieveldt, Boudewijn P. F. / Vilanova, Anna et al. | 2018
- 749
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Conceptual and Methodological Issues in Evaluating Multidimensional Visualizations for Decision SupportDimara, Evanthia / Bezerianos, Anastasia / Dragicevic, Pierre et al. | 2018
- 760
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Data Through Others' Eyes: The Impact of Visualizing Others' Expectations on Visualization InterpretationYea-Seul Kim, / Reinecke, Katharina / Hullman, Jessica et al. | 2018
- 770
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Active Reading of VisualizationsWalny, Jagoda / Huron, Samuel / Perin, Charles / Wun, Tiffany / Pusch, Richard / Carpendale, Sheelagh et al. | 2018
- 781
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Blinded with Science or Informed by Charts? A Replication StudyDragicevic, Pierre / Jansen, Yvonne et al. | 2018
- 791
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The Explanatory Visualization Framework: An Active Learning Framework for Teaching Creative Computing Using Explanatory VisualizationsRoberts, Jonathan C. / Ritsos, Panagiotis D. / Jackson, James R. / Headleand, Christopher et al. | 2018
- 802
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Globe Browsing: Contextualized Spatio-Temporal Planetary Surface VisualizationBladin, Karl / Axelsson, Emil / Broberg, Erik / Emmart, Carter / Ljung, Patric / Bock, Alexander / Ynnerman, Anders et al. | 2018
- 812
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TopoAngler: Interactive Topology-Based Extraction of FishesBock, Alexander / Doraiswamy, Harish / Summers, Adam / Silva, Claudio et al. | 2018
- 822
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Clique Community Persistence: A Topological Visual Analysis Approach for Complex NetworksRieck, Bastian / Fugacci, Ulderico / Lukasczyk, Jonas / Leitte, Heike et al. | 2018
- 832
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The Topology ToolKitTierny, Julien / Favelier, Guillaume / Levine, Joshua A. / Gueunet, Charles / Michaux, Michael et al. | 2018
- 843
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Interactive Design and Visualization of Branched Covering SpacesRoy, Lawrence / Kumar, Prashant / Golbabaei, Sanaz / Zhang, Yue / Zhang, Eugene et al. | 2018
- 853
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Abstractocyte: A Visual Tool for Exploring Nanoscale Astroglial CellsMohammed, Haneen / Al-Awami, Ali K. / Beyer, Johanna / Cali, Corrado / Magistretti, Pierre / Pfister, Hanspeter / Hadwiger, Markus et al. | 2018
- 862
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Instant Construction and Visualization of Crowded Biological EnvironmentsKlein, Tobias / Autin, Ludovic / Kozlikova, Barbora / Goodsell, David S. / Olson, Arthur / Groller, M. Eduard / Viola, Ivan et al. | 2018
- 873
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Decision Graph Embedding for High-Resolution Manometry DiagnosisKreiser, Julian / Hann, Alexander / Zizer, Eugen / Ropinski, Timo et al. | 2018
- 883
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Visualization Multi-Pipeline for Communicating BiologyMindek, Peter / Kouril, David / Sorger, Johannes / Toloudis, Daniel / Lyons, Blair / Johnson, Graham / Groller, M. Eduard / Viola, Ivan et al. | 2018
- 893
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Robust Detection and Visualization of Jet-Stream Core Lines in Atmospheric FlowKern, Michael / Hewson, Tim / Sadlo, Filip / Westermann, Rudiger / Rautenhaus, Marc et al. | 2018
- 903
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On the Treatment of Field Quantities and Elemental Continuity in FEM SolutionsJallepalli, Ashok / Docampo-Sanchez, Julia / Ryan, Jennifer K. / Haimes, Robert / Kirby, Robert M. et al. | 2018
- 913
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Activity-Centered Domain Characterization for Problem-Driven Scientific VisualizationMarai, G. Elisabeta et al. | 2018
- 923
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The Good, the Bad, and the Ugly: A Theoretical Framework for the Assessment of Continuous ColormapsBujack, Roxana / Turton, Terece L. / Samsel, Francesca / Ware, Colin / Rogers, David H. / Ahrens, James et al. | 2018
- 934
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Uncertainty Visualization Using Copula-Based Analysis in Mixed Distribution ModelsHazarika, Subhashis / Biswas, Ayan / Han-Wei Shen, et al. | 2018
- 944
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Screen-Space Normal Distribution Function Caching for Consistent Multi-Resolution Rendering of Large Particle DataIbrahim, Mohamed / Wickenhauser, Patrick / Rautek, Peter / Reina, Guido / Hadwiger, Markus et al. | 2018
- 954
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Dynamic Load Balancing Based on Constrained K-D Tree Decomposition for Parallel Particle TracingJiang Zhang, / Hanqi Guo, / Fan Hong, / Xiaoru Yuan, / Peterka, Tom et al. | 2018
- 964
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An Intelligent System Approach for Probabilistic Volume Rendering Using Hierarchical 3D Convolutional Sparse CodingTran Minh Quan, / Junyoung Choi, / Haejin Jeong, / Won-Ki Jeong, et al. | 2018
- 974
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SparseLeap: Efficient Empty Space Skipping for Large-Scale Volume RenderingHadwiger, Markus / Al-Awami, Ali K. / Beyer, Johanna / Agus, Marco / Pfister, Hanspeter et al. | 2018
- 984
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Interactive Dynamic Volume Illumination with Refraction and CausticsMagnus, Jens G. / Bruckner, Stefan et al. | 2018
- 994
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A Virtual Reality Visualization Tool for Neuron TracingUsher, Will / Klacansky, Pavol / Federer, Frederick / Bremer, Peer-Timo / Knoll, Aaron / Yarch, Jeff / Angelucci, Alessandra / Pascucci, Valerio et al. | 2018
- 1004
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StreetVizor: Visual Exploration of Human-Scale Urban Forms Based on Street ViewsQiaomu Shen, / Wei Zeng, / Yu Ye, / Arisona, Stefan Muller / Schubiger, Simon / Burkhard, Remo / Huamin Qu, et al. | 2018
- 1014
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Multiscale Visualization and Scale-Adaptive Modification of DNA NanostructuresHaichao Miao, / De Llano, Elisa / Sorger, Johannes / Ahmadi, Yasaman / Kekic, Tadija / Isenberg, Tobias / Groller, M. Eduard / Barisic, Ivan / Viola, Ivan et al. | 2018
- 1025
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BASTet: Shareable and Reproducible Analysis and Visualization of Mass Spectrometry Imaging Data via OpenMSIRubel, Oliver / Bowen, Benjamin P. et al. | 2018
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IEEE Transactions on Visualization and Computer Graphics| 2018
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Contents| 2018
- x
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Message from the Editor-in-ChiefDe Floriani, Leila et al. | 2018
- xi
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Preface: Message from the VIS Paper Chairs and Guest EditorsDwyer, Tim / Elmqvist, Niklas / Fisher, Brian / Franconeri, Steve / Hotz, Ingrid / Kirby, Robert M. Mike / Liu, Shixia / Schreck, Tobias / Yuan, Xiaoru et al. | 2018
- xvi
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IEEE Visualization and Graphics Technical Committee (VGTC)Silva, Claudio T. et al. | 2018
- xvii
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VIS Conference Committee| 2018
- xviii
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VAST International Program Committee| 2018
- xx
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VAST Steering Committee| 2018
- xxi
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VAST Paper Reviewers| 2018
- xxvi
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The 2017 Visualization Career AwardHansen, Charles et al. | 2018
- xxvii
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The 2017 Visualization Technical Achievement AwardHeer, Jeffrey et al. | 2018