An Evaluation of Methods for Encoding Multiple, 2D Spatial Data

Abstract

Datasets over a spatial domain are common in a number of fields, often with multiple layers (or variables) within data that must be understood together via spatial locality. Thus one area of long-standing interest is increasing the number of variables encoded by properties of the visualization. A number of properties have been demonstrated and/or proven successful with specific tasks or data, but there has been relatively little work comparing the utility of diverse techniques for multi-layer visualization. As part of our efforts to evaluate the applicability of such visualizations, we implemented five techniques which represent a broad range of existing research (Color Blending, Oriented Slivers, Data-Driven Spots, Brush Strokes, and Stick Figures). Then we conducted a user study wherein subjects were presented with composites of three, four, and five layers (variables) using one of these methods and asked to perform a task common to our intended end users (GIS analysts). We found that the Oriented Slivers and Data-Driven Spots performed the best, with Stick Figures yielding the lowest accuracy. Through analyzing our data, we hope to gain insight into which techniques merit further exploration and offer promise for visualization of data sets with ever-increasing size.

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Document Details

Document Type
Technical Report
Publication Date
Jan 01, 2011
Accession Number
ADA599810

Entities

People

  • Jonathan Decker
  • Mark A. Livingston
  • Zhuming Ai

Organizations

  • United States Naval Research Laboratory

Tags

DTIC Thesaurus Topics

  • Abstracts
  • Blending
  • Coding
  • Cognitive Workload
  • Composite Materials
  • Computer Graphics
  • Data Analysis
  • Data Science
  • Data Sets
  • Data Visualization
  • Frequency
  • Graphics
  • Instructions
  • Intensity
  • Orientation (Direction)
  • Statistical Analysis
  • Visualizations

Fields of Study

  • Computer science

Readers

  • Computer Vision.
  • Systems Analysis and Design