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Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM, University of New Hampshire

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Page 1: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Visual Thinking and Visual Thinking Tools:

Space, Time and Simple Cognitive Models to Support Design

Colin WareData Visualization Research Lab, CCOM,

University of New Hampshire

Page 2: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Architecture for visual thinking

Page 3: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Change Blindness

Simons and Levin

Page 4: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Central Problem: How do we perceivethe world in all its rich detail?

Page 5: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

The Nature of Visual Space

Page 6: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,
Page 7: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Capacity of visual working memory (Vogal, Woodman, Luck, 2001) Task – change detection Can see 3.3 objects Each object can be complex

1 second

Page 8: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Sequential comparison task

Page 9: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,
Page 10: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,
Page 11: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,
Page 12: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,
Page 13: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

We can remember about 3-8 locations

Object File

Egocentric Coordinate Map

Object File

Object File

Gist Semantic content

Page 14: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Solution “The world is its own memory” O’Regan Task-related active vision “What you see is what you need”

Treish et al. (2003)

Seeing is a process that helps us solve problems

Page 15: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Task-related eye movementsHayhoe and Ballard, 2005

Page 16: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Example 1: How to get focus and context?

Zooming (Bedersen) Linked windows

(Fowler & Ware) Fisheye (Furnas,

Carpendale)

Page 17: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Zooming Vs Multiple Windows (Matt Plumlee)

Problem: When do we need extra windows?

Comparing parts of a visual scene.

2 solutions: Zooming, multiple windows

Page 18: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Task: searching for target patterns that match

Zooming vsWindows + eye movements

1,3,5,7 items per cluster

Conditons:

Page 19: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Cognitive Model (grossly simplified)

Time = setup cost +

number of “visits” x time per visit

Number of visits is a function of number of objects to be compared and visual working memory capacity.

Visits = n/M

Page 20: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Prediction Results

As targets (and visual working memory load) increases, multiple

Windows become more attractive.

Page 21: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Design heuristic

When we need to compare more two or three simple pattern components add windows.

Page 22: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Example 2

Tools for finding new underwater behaviors from humpback whale tag data

(Why turning time into space is a good idea)

Page 23: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

BigEyes

Antenna

The gear

DTAG Mark Johnson

Dave Wiley

Page 24: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,
Page 25: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,
Page 26: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Task: find new behaviors

= stereotyped patterns

Cognitive Algorithm repeat

Review behavior sequence looking for patterns. Remember patterns.

Look for more instances. until no new patterns

Page 27: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

The old way

Page 28: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Solution 1. GeoZui 4D

Page 29: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Cognitive process for finding new behaviors

stereotyped patternsCognitive Algorithm repeat

Review behavior sequence looking for patterns by playback. Remember patterns using space-time notes.

Look for more instances. May involve reviewing all other whale tracks.

Until no new patterns Cost k*playback time.

Page 30: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Solution 2: trackplot

Page 31: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Foraging patterns

Page 32: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Traversing

Page 33: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

04

06 06

07

2006Mostly

Page 34: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Process for finding new behaviors

stereotyped patternsCognitive algorithm Get to a good viewpoint repeat

Review behavior sequence looking for patterns eye movements. Remember patterns using visual working memory.

Look for more instances. May involve reviewing all other whale tracks. Can be posted on the wall

until no new patterns Cost Nav + Eye Movement time *pattern matching.

Page 35: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Gain in efficiency – from playback tool to pattern finding tool

Many hours (with playback) A few minutes (with patterns)

Approximately a factor of 100

Page 36: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Design heuristic

Whenever possible: Turn time into a spatial pattern – one that converts critical events into shapes or patterns

Try to make natural mappings – proper use of texture color, etc.

Page 37: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Example 3: Network diagram

Page 38: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Degree of relevance highlighting

User clicks on something Computer shows related items User conducts a visual search for task

relevant information

Page 40: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Order of magnitude gain in size

Layout problem simplified Applicable to many problems Depends on information scent

Page 41: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Review

DisplayFeatures

Proto-objects andPatterns

VisualWorkingMemory

GIST

VisualQuery

VerbalWorkingMemory

Egocentric object andPattern map

OBJECTFILES“Nexus”

a

AB

C

D

Page 42: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,

Where are we going?

Simple cognitive process models involving Perceptual and cognitive operations Interaction methods

For Design

Page 43: Visual Thinking and Visual Thinking Tools: Space, Time and Simple Cognitive Models to Support Design Colin Ware Data Visualization Research Lab, CCOM,