Literature DB >> 17073369

A visualization system for space-time and multivariate patterns (VIS-STAMP).

Diansheng Guo1, Jin Chen, Alan M MacEachren, Ke Liao.   

Abstract

The research reported here integrates computational, visual, and cartographic methods to develop a geovisual analytic approach for exploring and understanding spatio-temporal and multivariate patterns. The developed methodology and tools can help analysts investigate complex patterns across multivariate, spatial, and temporal dimensions via clustering, sorting, and visualization. Specifically, the approach involves a self-organizing map, a parallel coordinate plot, several forms of reorderable matrices (including several ordering methods), a geographic small multiple display, and a 2-dimensional cartographic color design method. The coupling among these methods leverages their independent strengths and facilitates a visual exploration of patterns that are difficult to discover otherwise. The visualization system we developed supports overview of complex patterns and, through a variety of interactions, enables users to focus on specific patterns and examine detailed views. We demonstrate the system with an application to the IEEE InfoVis 2005 Contest data set, which contains time-varying, geographically referenced, and multivariate data for technology companies in the US.

Mesh:

Year:  2006        PMID: 17073369      PMCID: PMC3170656          DOI: 10.1109/TVCG.2006.84

Source DB:  PubMed          Journal:  IEEE Trans Vis Comput Graph        ISSN: 1077-2626            Impact factor:   4.579


  5 in total

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Authors:  Z Bar-Joseph; D K Gifford; T S Jaakkola
Journal:  Bioinformatics       Date:  2001       Impact factor: 6.937

2.  K-ary clustering with optimal leaf ordering for gene expression data.

Authors:  Ziv Bar-Joseph; Erik D Demaine; David K Gifford; Nathan Srebro; Angèle M Hamel; Tommi S Jaakkola
Journal:  Bioinformatics       Date:  2003-06-12       Impact factor: 6.937

3.  Visual data mining in large geospatial point sets.

Authors:  Daniel A Keim; Christian Panse; Mike Sips; Stephen C North
Journal:  IEEE Comput Graph Appl       Date:  2004 Sep-Oct       Impact factor: 2.088

Review 4.  Finding needles in large-scale multivariate data haystacks.

Authors:  Matthew Ward
Journal:  IEEE Comput Graph Appl       Date:  2004 Sep-Oct       Impact factor: 2.088

5.  Multivariate Analysis and Geovisualization with an Integrated Geographic Knowledge Discovery Approach.

Authors:  Diansheng Guo; Mark Gahegan; Alan M Maceachren; Biliang Zhou
Journal:  Cartogr Geogr Inf Sci       Date:  2005-04-01
  5 in total
  8 in total

1.  Resolution Control for Balancing Overview + Detail in Spatial, Multivariate Analysis.

Authors:  Jin Chen; Alan M Maceachren
Journal:  Cartogr J       Date:  2008-11-01

2.  Supporting the Process of Exploring and Interpreting Space-Time Multivariate Patterns: The Visual Inquiry Toolkit.

Authors:  Jin Chen; Alan M Maceachren; Diansheng Guo
Journal:  Cartogr Geogr Inf Sci       Date:  2008-01-01

3.  The GeoViz Toolkit: Using component-oriented coordination methods for geographic visualization and analysis.

Authors:  Frank Hardisty; Anthony C Robinson
Journal:  Int J Geogr Inf Sci       Date:  2011-01-01       Impact factor: 4.186

4.  Constructing overview+detail dendrogram-matrix views.

Authors:  Jin Chen; Alan M MacEachren; Donna J Peuquet
Journal:  IEEE Trans Vis Comput Graph       Date:  2009 Nov-Dec       Impact factor: 4.579

5.  Bicomponent Trend Maps: A Multivariate Approach to Visualizing Geographic Time Series.

Authors:  Jonathan P Schroeder
Journal:  Cartogr Geogr Inf Sci       Date:  2010-07-01

6.  Use of land surface remotely sensed satellite and airborne data for environmental exposure assessment in cancer research.

Authors:  Susan K Maxwell; Jaymie R Meliker; Pierre Goovaerts
Journal:  J Expo Sci Environ Epidemiol       Date:  2009-02-25       Impact factor: 5.563

7.  A Visual Analytics Approach for Station-Based Air Quality Data.

Authors:  Yi Du; Cuixia Ma; Chao Wu; Xiaowei Xu; Yike Guo; Yuanchun Zhou; Jianhui Li
Journal:  Sensors (Basel)       Date:  2016-12-24       Impact factor: 3.576

8.  A geovisual analytic approach to understanding geo-social relationships in the international trade network.

Authors:  Wei Luo; Peifeng Yin; Qian Di; Frank Hardisty; Alan M MacEachren
Journal:  PLoS One       Date:  2014-02-18       Impact factor: 3.240

  8 in total

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