Frontier of Information Visualization and Visual Analytics in 2016

Visualization has evolved into a flourishing research field in recent 30 years. There are substantial visualization methodologies and applications published every year. Most of literature surveys focus on reviewing the state-of-art techniques in a certain direction in-depth. In this work, we conduct a cross-section survey by taking all the latest literatures as a whole, to obtain insights into the ecology of Information Visualization and Visual Analytics field in 2016. Center around 70-related publications in the IEEE VIS, we perform a mixed quantitative and qualitative analysis to report the current research progress, including statistical overview as well as detailed research topics.Graphical Abstract

[1]  Dongyu Liu,et al.  SmartAdP: Visual Analytics of Large-scale Taxi Trajectories for Selecting Billboard Locations , 2017, IEEE Transactions on Visualization and Computer Graphics.

[2]  Klaus Mueller,et al.  A Visual Analytics Approach for Categorical Joint Distribution Reconstruction from Marginal Projections , 2017, IEEE Transactions on Visualization and Computer Graphics.

[3]  Jesus J. Caban,et al.  A Grammar-based Approach for Modeling User Interactions and Generating Suggestions During the Data Exploration Process , 2017, IEEE Transactions on Visualization and Computer Graphics.

[4]  Quan Li,et al.  A Visual Analytics Approach for Understanding Reasons behind Snowballing and Comeback in MOBA Games , 2017, IEEE Transactions on Visualization and Computer Graphics.

[5]  Bruce H. Thomas,et al.  Immersive Collaborative Analysis of Network Connectivity: CAVE-style or Head-Mounted Display? , 2017, IEEE Transactions on Visualization and Computer Graphics.

[6]  Tobias Isenberg,et al.  Visualization as Seen through its Research Paper Keywords , 2014, IEEE Transactions on Visualization and Computer Graphics.

[7]  Daniel A. Keim,et al.  Temporal MDS Plots for Analysis of Multivariate Data , 2016, IEEE Transactions on Visualization and Computer Graphics.

[8]  Jeffrey Heer,et al.  SpanningAspectRatioBank Easing FunctionS ArrayIn ColorIn Date Interpolator MatrixInterpola NumObjecPointI Rectang ISchedu Parallel Pause Scheduler Sequen Transition Transitioner Transiti Tween Co DelimGraphMLCon IData JSONCon DataField DataSc Dat DataSource Data DataUtil DirtySprite LineS RectSprite , 2011 .

[9]  Daniel A. Keim,et al.  Visual Analytics: Scope and Challenges , 2008, Visual Data Mining.

[10]  Olivier Zendra,et al.  Visualization of the Static Aspects of Software: A Survey , 2011, IEEE Transactions on Visualization and Computer Graphics.

[11]  Tamara Munzner,et al.  Empirical Guidance on Scatterplot and Dimension Reduction Technique Choices , 2013, IEEE Transactions on Visualization and Computer Graphics.

[12]  Jian Zhao,et al.  Visual Analysis of MOOC Forums with iForum , 2017, IEEE Transactions on Visualization and Computer Graphics.

[13]  Steven M. Drucker,et al.  Iterating between Tools to Create and Edit Visualizations , 2017, IEEE Transactions on Visualization and Computer Graphics.

[14]  John T. Stasko,et al.  Visualizing Social Media Content with SentenTree , 2017, IEEE Transactions on Visualization and Computer Graphics.

[15]  Cláudio T. Silva,et al.  VisFlow - Web-based Visualization Framework for Tabular Data with a Subset Flow Model , 2017, IEEE Transactions on Visualization and Computer Graphics.

[16]  D. A. Duce,et al.  Visualization in Scientific Computing , 1994, Focus on Computer Graphics.

[17]  Jeffrey Heer,et al.  Visual Analysis , 2014, Encyclopedia of Social Network Analysis and Mining.

[18]  Sarah H. Creem-Regehr,et al.  Evaluating the Impact of Binning 2D Scalar Fields , 2017, IEEE Transactions on Visualization and Computer Graphics.

[19]  Pierre Dragicevic,et al.  Embedded Data Representations , 2017, IEEE Transactions on Visualization and Computer Graphics.

[20]  Qi Han,et al.  DocuCompass: Effective exploration of document landscapes , 2016, 2016 IEEE Conference on Visual Analytics Science and Technology (VAST).

[21]  Shiqing He,et al.  VizItCards: A Card-Based Toolkit for Infovis Design Education , 2017, IEEE Transactions on Visualization and Computer Graphics.

[22]  Ali A. Ghorbani,et al.  A Survey of Visualization Systems for Network Security , 2012, IEEE Transactions on Visualization and Computer Graphics.

[23]  Chaomei Chen,et al.  Top 10 Unsolved Information Visualization Problems , 2005, IEEE Computer Graphics and Applications.

[24]  Paul M. Thompson,et al.  Blockwise Human Brain Network Visual Comparison Using NodeTrix Representation , 2017, IEEE Transactions on Visualization and Computer Graphics.

[25]  Robert Kosara,et al.  Visualization Theory: Putting the Pieces Together , 2010 .

[26]  Elmar Eisemann,et al.  Hierarchical Stochastic Neighbor Embedding , 2016, Comput. Graph. Forum.

[27]  David H. Laidlaw,et al.  Colorgorical: Creating discriminable and preferable color palettes for information visualization , 2017, IEEE Transactions on Visualization and Computer Graphics.

[28]  Ulrik Brandes,et al.  Probabilistic Graph Layout for Uncertain Network Visualization , 2017, IEEE Transactions on Visualization and Computer Graphics.

[29]  Alex Endert,et al.  AxiSketcher: Interactive Nonlinear Axis Mapping of Visualizations through User Drawings , 2017, IEEE Transactions on Visualization and Computer Graphics.

[30]  Helwig Hauser,et al.  Designing Progressive and Interactive Analytics Processes for High-Dimensional Data Analysis , 2017, IEEE Transactions on Visualization and Computer Graphics.

[31]  Jian Zhao,et al.  Annotation Graphs: A Graph-Based Visualization for Meta-Analysis of Data Based on User-Authored Annotations , 2017, IEEE Transactions on Visualization and Computer Graphics.

[32]  Silvia Miksch,et al.  Characterizing Guidance in Visual Analytics , 2017, IEEE Transactions on Visualization and Computer Graphics.

[33]  Anshul Vikram Pandey,et al.  TextTile: An Interactive Visualization Tool for Seamless Exploratory Analysis of Structured Data and Unstructured Text , 2017, IEEE Transactions on Visualization and Computer Graphics.

[34]  Zhen Li,et al.  Towards Better Analysis of Deep Convolutional Neural Networks , 2016, IEEE Transactions on Visualization and Computer Graphics.

[35]  Pierre Dragicevic,et al.  An Interaction Model for Visualizations Beyond The Desktop , 2013, IEEE Transactions on Visualization and Computer Graphics.

[36]  Niklas Elmqvist,et al.  TopicLens: Efficient Multi-Level Visual Topic Exploration of Large-Scale Document Collections , 2017, IEEE Transactions on Visualization and Computer Graphics.

[37]  Rafael Veras,et al.  Optimizing Hierarchical Visualizations with the Minimum Description Length Principle , 2017, IEEE Transactions on Visualization and Computer Graphics.

[38]  Arvind Satyanarayan,et al.  Vega-Lite: A Grammar of Interactive Graphics , 2018, IEEE Transactions on Visualization and Computer Graphics.

[39]  Alex Endert,et al.  Visualization by Demonstration: An Interaction Paradigm for Visual Data Exploration , 2017, IEEE Transactions on Visualization and Computer Graphics.

[40]  Maneesh Agrawala,et al.  Graphical Overlays: Using Layered Elements to Aid Chart Reading , 2012, IEEE Transactions on Visualization and Computer Graphics.

[41]  Ben Shneiderman,et al.  The eyes have it: a task by data type taxonomy for information visualizations , 1996, Proceedings 1996 IEEE Symposium on Visual Languages.

[42]  Arjan Kuijper,et al.  Visual Analysis of Large Graphs: State‐of‐the‐Art and Future Research Challenges , 2011, Eurographics.

[43]  Jean-Daniel Fekete,et al.  Magnostics: Image-Based Search of Interesting Matrix Views for Guided Network Exploration , 2017, IEEE Transactions on Visualization and Computer Graphics.

[44]  Colin Ware,et al.  Information Visualization: Perception for Design , 2000 .

[45]  Christopher Mears,et al.  What do Constraint Programming Users Want to See? Exploring the Role of Visualisation in Profiling of Models and Search , 2017, IEEE Transactions on Visualization and Computer Graphics.

[46]  Jean-Daniel Fekete,et al.  NodeTrix: a Hybrid Visualization of Social Networks , 2007, IEEE Transactions on Visualization and Computer Graphics.

[47]  Wei Chen,et al.  ViDX: Visual Diagnostics of Assembly Line Performance in Smart Factories , 2017, IEEE Transactions on Visualization and Computer Graphics.

[48]  Cheng Deng,et al.  HindSight: Encouraging Exploration through Direct Encoding of Personal Interaction History , 2017, IEEE Transactions on Visualization and Computer Graphics.

[49]  Alex Endert,et al.  InterAxis: Steering Scatterplot Axes via Observation-Level Interaction , 2016, IEEE Transactions on Visualization and Computer Graphics.

[50]  Tobias Höllerer,et al.  iVisDesigner: Expressive Interactive Design of Information Visualizations , 2014, IEEE Transactions on Visualization and Computer Graphics.

[51]  Bongshin Lee,et al.  Authoring Data-Driven Videos with DataClips , 2017, IEEE Transactions on Visualization and Computer Graphics.

[52]  Faisal Taher,et al.  Investigating the Use of a Dynamic Physical Bar Chart for Data Exploration and Presentation , 2017, IEEE Transactions on Visualization and Computer Graphics.

[53]  Bilal Alsallakh,et al.  PowerSet: A Comprehensive Visualization of Set Intersections , 2017, IEEE Transactions on Visualization and Computer Graphics.

[54]  Matthew O. Ward,et al.  Interactive Data Visualization - Foundations, Techniques, and Applications , 2010 .

[55]  Paulo E. Rauber,et al.  Visualizing the Hidden Activity of Artificial Neural Networks , 2017, IEEE Transactions on Visualization and Computer Graphics.

[56]  Charles Perin,et al.  Exploring the Possibilities of Embedding Heterogeneous Data Attributes in Familiar Visualizations , 2017, IEEE Transactions on Visualization and Computer Graphics.

[57]  Jing Yang,et al.  SemanticTraj: A New Approach to Interacting with Massive Taxi Trajectories , 2017, IEEE Transactions on Visualization and Computer Graphics.

[58]  Alexandru Telea,et al.  CUBu: Universal Real-Time Bundling for Large Graphs , 2016, IEEE Transactions on Visualization and Computer Graphics.

[59]  Wouter Meulemans,et al.  Map LineUps: Effects of spatial structure on graphical inference , 2017, IEEE Transactions on Visualization and Computer Graphics.

[60]  Marc Streit,et al.  WeightLifter: Visual Weight Space Exploration for Multi-Criteria Decision Making , 2017, IEEE Transactions on Visualization and Computer Graphics.

[61]  Robert van Liere,et al.  Overview of interactive visualization , 2009 .

[62]  Patrick Riehmann,et al.  Time‐Series Plots Integrated in Parallel‐Coordinates Displays , 2016, Comput. Graph. Forum.

[63]  Daniel A. Keim,et al.  Visual Interaction with Dimensionality Reduction: A Structured Literature Analysis , 2017, IEEE Transactions on Visualization and Computer Graphics.

[64]  Alex Endert,et al.  Toward Theoretical Techniques for Measuring the Use of Human Effort in Visual Analytic Systems , 2017, IEEE Transactions on Visualization and Computer Graphics.

[65]  Pierre Dragicevic,et al.  The Attraction Effect in Information Visualization , 2017, IEEE Transactions on Visualization and Computer Graphics.

[66]  Zhe Wang,et al.  Gaussian Cubes: Real-Time Modeling for Visual Exploration of Large Multidimensional Datasets , 2017, IEEE Transactions on Visualization and Computer Graphics.

[67]  Christophe Hurter,et al.  Towards Unambiguous Edge Bundling: Investigating Confluent Drawings for Network Visualization , 2017, IEEE Transactions on Visualization and Computer Graphics.

[68]  Pierre Dragicevic,et al.  Time Curves: Folding Time to Visualize Patterns of Temporal Evolution in Data , 2016, IEEE Transactions on Visualization and Computer Graphics.

[69]  Bongshin Lee,et al.  Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers , 2017, IEEE Transactions on Visualization and Computer Graphics.

[70]  Min Chen,et al.  An Analysis of Machine- and Human-Analytics in Classification , 2017, IEEE Transactions on Visualization and Computer Graphics.

[71]  Hansjörg Schmauder,et al.  An Evaluation of Visual Search Support in Maps , 2017, IEEE Transactions on Visualization and Computer Graphics.

[72]  Min Chen,et al.  Pathways for Theoretical Advances in Visualization , 2017, IEEE Computer Graphics and Applications.

[73]  Wei Huang,et al.  Dimension reconstruction for visual exploration of subspace clusters in high-dimensional data , 2016, 2016 IEEE Pacific Visualization Symposium (PacificVis).

[74]  Robert van Liere,et al.  Trends in Interactive Visualization: State-of-the-Art Survey , 2008 .

[75]  Katherine McDonough,et al.  cite2vec: Citation-Driven Document Exploration via Word Embeddings , 2017, IEEE Transactions on Visualization and Computer Graphics.

[76]  Melanie Tory,et al.  A Survey of Visualization Construction User Interfaces , 2013, EuroVis.

[77]  Valerio Pascucci,et al.  The Grassmannian Atlas: A General Framework for Exploring Linear Projections of High‐Dimensional Data , 2016, Comput. Graph. Forum.

[78]  Chris R. Johnson Top Scientific Visualization Research Problems , 2004, IEEE Computer Graphics and Applications.

[79]  Tamara Munzner,et al.  A Nested Model for Visualization Design and Validation , 2009, IEEE Transactions on Visualization and Computer Graphics.

[80]  Leland Wilkinson,et al.  Scagnostics Distributions , 2008 .

[81]  Kwan-Liu Ma,et al.  A Study of Layout, Rendering, and Interaction Methods for Immersive Graph Visualization , 2016, IEEE Transactions on Visualization and Computer Graphics.

[82]  Nick Cramer,et al.  Familiarity Vs Trust: A Comparative Study of Domain Scientists' Trust in Visual Analytics and Conventional Analysis Methods , 2017, IEEE Transactions on Visualization and Computer Graphics.

[83]  Wouter Meulemans,et al.  Small Multiples with Gaps , 2017, IEEE Transactions on Visualization and Computer Graphics.

[84]  Mengchen Liu,et al.  A survey on information visualization: recent advances and challenges , 2014, The Visual Computer.

[85]  Baining Guo,et al.  How ideas flow across multiple social groups , 2016, 2016 IEEE Conference on Visual Analytics Science and Technology (VAST).

[86]  Gary Geisler,et al.  Making Information More Accessible : A Survey of Information Visualization Applications and Techniques , 1998 .

[87]  Fabian Beck,et al.  Visualizing Dynamic Hierarchies in Graph Sequences , 2016, IEEE Transactions on Visualization and Computer Graphics.

[88]  Xiaoru Yuan,et al.  D-Map: Visual analysis of ego-centric information diffusion patterns in social media , 2016, 2016 IEEE Conference on Visual Analytics Science and Technology (VAST).

[89]  Kwan-Liu Ma,et al.  Temporal Summary Images: An Approach to Narrative Visualization via Interactive Annotation Generation and Placement , 2017, IEEE Transactions on Visualization and Computer Graphics.

[90]  Hanspeter Pfister,et al.  booc.io: An Education System with Hierarchical Concept Maps and Dynamic Non-linear Learning Plans , 2017, IEEE Transactions on Visualization and Computer Graphics.

[91]  Kristin A. Cook,et al.  Illuminating the Path: The Research and Development Agenda for Visual Analytics , 2005 .

[92]  Bettina Speckmann,et al.  Multi-Granular Trend Detection for Time-Series Analysis , 2017, IEEE Transactions on Visualization and Computer Graphics.

[93]  Nan Cao,et al.  Evaluation of Graph Sampling: A Visualization Perspective , 2017, IEEE Transactions on Visualization and Computer Graphics.

[94]  Yang Wang,et al.  Patterns and Sequences: Interactive Exploration of Clickstreams to Understand Common Visitor Paths , 2017, IEEE Transactions on Visualization and Computer Graphics.

[95]  Martin Spott,et al.  Visual-Interactive Exploration of Relations Between Time-Oriented Data and Multivariate Data , 2016, EuroVA@EuroVis.

[96]  Jeffrey Heer,et al.  D³ Data-Driven Documents , 2011, IEEE Transactions on Visualization and Computer Graphics.

[97]  Mira Dontcheva,et al.  Data-Driven Guides: Supporting Expressive Design for Information Graphics , 2017, IEEE Transactions on Visualization and Computer Graphics.

[98]  Melanie Tory,et al.  Visualizing Dimension Coverage to Support Exploratory Analysis , 2017, IEEE Transactions on Visualization and Computer Graphics.

[99]  Hanspeter Pfister,et al.  Guidelines for Effective Usage of Text Highlighting Techniques , 2016, IEEE Transactions on Visualization and Computer Graphics.

[100]  Yanhong Wu,et al.  NameClarifier: A Visual Analytics System for Author Name Disambiguation , 2017, IEEE Transactions on Visualization and Computer Graphics.

[101]  Ross Maciejewski,et al.  Quantifying the Visual Impact of Classification Boundaries in Choropleth Maps , 2017, IEEE Transactions on Visualization and Computer Graphics.

[102]  Yalong Yang,et al.  Many-to-Many Geographically-Embedded Flow Visualisation: An Evaluation , 2019, IEEE Transactions on Visualization and Computer Graphics.

[103]  Stefan Bruckner,et al.  Vol2velle: Printable Interactive Volume Visualization , 2017, IEEE Transactions on Visualization and Computer Graphics.

[104]  Carlos Eduardo Scheidegger,et al.  Hashedcubes: Simple, Low Memory, Real-Time Visual Exploration of Big Data , 2017, IEEE Transactions on Visualization and Computer Graphics.