ExPlates: Spatializing Interactive Analysis to Scaffold Visual Exploration

Visual exploration involves using visual representations to investigate data where the goals of the process are unclear and poorly defined. However, this often places unduly high cognitive load on the user, particularly in terms of keeping track of multiple investigative branches, remembering earlier results, and correlating between different views. We propose a new methodology for automatically spatializing the individual steps in visual exploration onto a large visual canvas, allowing users to easily recall, reflect, and assess their progress. We also present a webbased implementation of our methodology called EXPLATESJS where users can manipulate multidimensional data in their browsers, automatically building visual queries as they explore the data.

[1]  Cláudio T. Silva,et al.  A User Study of Visualization Effectiveness Using EEG and Cognitive Load , 2011, Comput. Graph. Forum.

[2]  Bongshin Lee,et al.  GraphTrail: analyzing large multivariate, heterogeneous networks while supporting exploration history , 2012, CHI.

[3]  John W. Tukey,et al.  PRIM-9: An Interactive Multi-dimensional Data Display and Analysis System , 1975, ACM Pacific.

[4]  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.

[5]  Daniel A. Keim,et al.  Information Visualization and Visual Data Mining , 2002, IEEE Trans. Vis. Comput. Graph..

[6]  Jeffrey Heer,et al.  Graphical Histories for Visualization: Supporting Analysis, Communication, and Evaluation , 2008, IEEE Transactions on Visualization and Computer Graphics.

[7]  Yvonne Rogers,et al.  External cognition: how do graphical representations work? , 1996, Int. J. Hum. Comput. Stud..

[8]  John T. Stasko,et al.  DataMeadow: A Visual Canvas for Analysis of Large-Scale Multivariate Data , 2007, 2007 IEEE Symposium on Visual Analytics Science and Technology.

[9]  Steven K. Feiner,et al.  Editable graphical histories , 1988, [Proceedings] 1988 IEEE Workshop on Visual Languages.

[10]  John T. Stasko,et al.  Toward a Deeper Understanding of the Role of Interaction in Information Visualization , 2007, IEEE Transactions on Visualization and Computer Graphics.

[11]  Cláudio T. Silva,et al.  VisTrails: enabling interactive multiple-view visualizations , 2005, VIS 05. IEEE Visualization, 2005..

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

[13]  Dennis P. Groth,et al.  Provenance and Annotation for Visual Exploration Systems , 2006, IEEE Transactions on Visualization and Computer Graphics.

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

[15]  Jeffrey Heer,et al.  Narrative Visualization: Telling Stories with Data , 2010, IEEE Transactions on Visualization and Computer Graphics.

[16]  Ben Shneiderman,et al.  Readings in information visualization - using vision to think , 1999 .

[17]  Martin Wattenberg Baby names, visualization, and social data analysis , 2005 .

[18]  M. Braga,et al.  Exploratory Data Analysis , 2018, Encyclopedia of Social Network Analysis and Mining. 2nd Ed..

[19]  Steven F. Roth,et al.  Enhancing data exploration with a branching history of user operations , 2001, Knowl. Based Syst..

[20]  Martin Wattenberg,et al.  ManyEyes: a Site for Visualization at Internet Scale , 2007, IEEE Transactions on Visualization and Computer Graphics.

[21]  Matt McKeon,et al.  Harnessing the Information Ecosystem with Wiki-based Visualization Dashboards , 2009, IEEE Transactions on Visualization and Computer Graphics.

[22]  Kwan-Liu Ma,et al.  Image graphs-a novel approach to visual data exploration , 1999, Proceedings Visualization '99 (Cat. No.99CB37067).

[23]  Ken Brodlie,et al.  GRASPARC-A problem solving environment integrating computation and visualization , 1993, Proceedings Visualization '93.

[24]  Niklas Elmqvist,et al.  Exploring the design space of composite visualization , 2012, 2012 IEEE Pacific Visualization Symposium.

[25]  Martin Wattenberg,et al.  Voyagers and voyeurs: supporting asynchronous collaborative information visualization , 2007, CHI.

[26]  Alexander W. Skaburskis,et al.  The Sandbox for analysis: concepts and methods , 2006, CHI.

[27]  Michael Gertz,et al.  A model for the visualization exploration process , 2002, IEEE Visualization, 2002. VIS 2002..

[28]  Michelle X. Zhou,et al.  Interactive Visual Synthesis of Analytic Knowledge , 2006, 2006 IEEE Symposium On Visual Analytics Science And Technology.

[29]  John T. Stasko,et al.  Casual Information Visualization: Depictions of Data in Everyday Life , 2007, IEEE Transactions on Visualization and Computer Graphics.

[30]  Jarke J. van Wijk,et al.  Supporting the analytical reasoning process in information visualization , 2008, CHI.

[31]  Robert Harper,et al.  Stories in GeoTime , 2007 .