Chapter One. Foundations for an Applied Science of Data Visualization
Visualization Stages
Experimental Semiotics Based on Perception
Semiotics of Graphics
Sensory versus Arbitrary Symbols
Gibson’s Affordance Theory
A Model of Perceptual Processing
Costs and Benefits of Visualization
Types of Data
Metadata
Conclusion
Chapter Two. The Environment, Optics, Resolution, and the Display
The Environment
The Eye
The Optimal Display
Conclusion
Chapter Three. Lightness, Brightness, Contrast, and Constancy
Neurons, Receptive Fields, and Brightness Illusions
Luminance, Brightness, Lightness, and Gamma
Perception of Surface Lightness
Monitor Illumination and Monitor Surrounds
Conclusion
Chapter Four. Color
Trichromacy Theory
Color Measurement
Opponent Process Theory
Properties of Color Channels
Color Appearance
Applications of Color in Visualization
Application 1: Color Specification Interfaces and Color Spaces
Application 2: Color for Labeling (Nominal Codes)
Application 3: Color Sequences for Data Maps
Application 4: Color Reproduction
Conclusion
Chapter Five. Visual Salience and Finding Information
Eye Movements
V1, Channels, and Tuned Receptors
Preattentive Processing and Ease of Search
Integral and Separable Dimensions: Glyph Design
Representing Quantity
The Searchlight Metaphor and Cortical Magnification
Conclusion
Chapter Six. Static and Moving Patterns
Gestalt Laws
Texture: Theory and Data Mapping
Perception of Transparency: Overlapping Data
Perceiving Patterns in Multidimensional Discrete Data
Pattern Learning
The Visual Grammar of Node–Link Diagrams
The Visual Grammar of Maps
Patterns in Motion
Perception of Animated Motion
The Processes of Pattern Finding
Chapter Seven. Space Perception
Depth Cue Theory
Depth Cues in Combination
Task-Based Space Perception
Tracing Data Paths in 3D Graphs
Judging the Morphology of Surfaces
Patterns of Points in 3D Space
Perceiving Patterns in 3D Trajectories
Judging Relative Positions of Objects in Space
Judging the Relative Movements of Self within the Environment
Selecting and Positioning Objects in 3D
Judging the “Up¿ Direction
The Aesthetic Impression of 3D Space (Presence)
Conclusion
Chapter Eight. Visual Objects and Data Objects
Image-Based Object Recognition
Structure-Based Object Recognition
The Object Display and Object-Based Diagrams
Faces
Coding Words and Images
Labels and Concepts
Concept Mapping
Iconic Images versus Words versus Abstract Symbols
Scenes and Scene Gist
Conclusion
Chapter Nine. Images, Narrative, and Gestures for Explanation
The Nature of Language
Integrating Visual and Verbal and the Narrative Thread
Animated versus Static Presentations
Visual Narrative
Conclusion
Chapter Ten. Interacting with Visualizations
Data Selection and Manipulation Loop
Exploration and Navigation Loop
Focus, Context, and Scale in Nonmetaphoric Interfaces
Conclusion
Chapter Eleven. Visual Thinking Processes
The Cognitive System
Memory and Attention
Long-Term Memory
Knowledge Formation and Creative Thinking
Visualizations and Mental Images
Review of Visual Cognitive System Components
Visual Thinking Algorithms
Algorithm 1: Visual Queries
Algorithm 2: Pathfinding on a Map or Diagram
Algorithm 3: Reasoning with a Hybrid of a Visual Display and Mental Imagery
Algorithm 4: Design Sketching
Algorithm 5: Brushing
Algorithm 6: Small Pattern Comparisons in a Large Information Space
Algorithm 7: Degree-of-Relevance Highlighting
Algorithm 8: Generalized Fisheye Views
Algorithm 9: Multidimensional Dynamic Queries with Scatter Plot
Algorithm 10: Visual Monitoring Strategies
Conclusion
APPENDIX A. Changing Primaries
APPENDIX B. CIE Color Measurement System
APPENDIX C. The Perceptual Evaluation of Visualization Techniques and Systems
Research Goals
Psychophysics
Cognitive Psychology
Structural Analysis
Statistical Exploration
Cross-Cultural Studies
Child Studies
Practical Problems in Conducting User Studies
APPENDIX D. Guidelines
