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University of North Carolina at Charlotte
Stephen MacNeil
smacnei2@uncc.edu
Johanna Okerlund
jokerlun@uncc.edu
Celine Latulipe
clatulip@uncc.edu
1st 2nd 3rd
Dimensional Reasoning and Research Design Spaces
Authors
BlueSky: Crowd-Powered Uniform Sampling of Idea Spaces
Gaoping Huang, Alexander J. Quinn
System – step 2
cost
is_destructive?
Build a house
Build a desk
As a paper weight
Use as a chair
Build a sofa
Break a window
Pre-train and filter crowds
Synthesize
Synthesize
ideas to get
dimensions
McCaffrey & Spector
2012
IdeaMache Andrew Webb and Andruid Kerne
2011
IdeaHound Siangliulue, Chan, Dow, and Gajos
2016
Tools for Curation/Ideation
Design Space Schema
Peter Dalsgaard, Kim Halskov and Rune Nielsen 2008
Designing a Creative Car Concept
MPG
Top Speed
Fuel Type
Oil Hybrid Electric
Designing a Creative Car Concept
Slow Speed
Energy Efficient
Two Seats
No Trunk Space
Easy to Parallel Park
Fast Speed
Two Seats
No Trunk Space
Expensive
Slow Speed
Energy Efficient
Two Seats
No Trunk Space
Easy to Parallel Park
Fast Speed
Two Seats
No Trunk Space
Expensive
Slow Speed
Energy Efficient
Two Seats
No Trunk Space
Easy to Parallel Park
Fast Speed
Two Seats
No Trunk Space
Expensive
Slow Speed
Energy Efficient
Two Seats
No Trunk Space
Easy to Parallel Park
Fast Speed
Two Seats
No Trunk Space
Expensive
Slow Speed
Energy Efficient
Two Seats
No Trunk Space
Easy to Parallel Park
Fast Speed
Two Seats
No Trunk Space
Expensive
Polar Bear Killer
Fuel Type
Oil Hybrid Electric
TopSpeed
Fuel Type
Oil Hybrid Electric
TopSpeed
that are
described by dimensions (aspects, features)
Dimensional Reasoning the process of thinking about a
conceptual space in terms of examples (concepts, instances)
where each dimension can
take on different values (options, settings)
Research Questions
1. Dimensions-first or Examples-first?
2.How do people understand / value dimensional
representations?
3. What are the challenges for dimensional reasoning?
Research Questions
1. Dimensions-first or Examples-first?
2.How do people understand / value dimensional
representations?
3. What are the challenges for dimensional reasoning?
Examples-first Wizard-of-oz Study (n=11)
Step 1: Describe Dimensions Step 2: Categorize Labels
Example 1
C D
Example 2
A B Q
Example 3
U A B
Example 4
D B
Dimension 1
A
Dimension 2
B C
Dimension 3
D U Q
D1
E1
D2
B
C
B
E2 A
E3 A
D3
Q
D
U
BE4 DS
S
S
Examples-first Wizard-of-oz Study
Electric Smart Car
Slow
Small
Trunk
Lamborghini
Speed
Slow Fast
Trunk Size
Small Large
Speed
Examples-first Wizard-of-oz Study
Small
Trunk
Fast
Trunk
Size
Slow
Fast
Small
SmallLambo
Smart
Car
1. Process was natural and easy
2. Resulted in incomplete design spaces
3. Participants exhibited limited dimensional reasoning.
4. Tags encouraged researchers to view their space as categorized indexes
Examples-first results
Dimensions-first Design Space Explorer
Dimensions-first Design Space Explorer
Dimensions-first Design Space Explorer
MacNeil, Okerlund, Latulipe 2017
Dimensions-first Design Space Explorer
MacNeil, Okerlund, Latulipe 2017
User Study Design lab-based and longitudinal
Interview
4 weeks 8 weeks 12 weeks
Interview Interview
5 x
5 x 1 hour
Dimension-first results Alternative Representations
Relational
Ontological
Semantic
Dimensional
Spatial
Flow
Results
1. Dimensional Representations
2. Simple Design Spaces
3. Few Dimensions or Examples
4. Dimensional Topics
“When I was writing I was only focusing on one aspect, but when I was looking
at the chart [visualization] I wasn’t sure if I was fair enough in my writing.” P1-2
“It really helps to dimensionalize them [papers] because I start to think of them
less as articles and more as articles in like different categories that they fit into.
Which is something I haven’t really done before.” P2-4
“When I was writing I was only focusing on one aspect, but when I was looking
at the chart [visualization] I wasn’t sure if I was fair enough in my writing.” P2-1
Main Takeaways
Examples-first doesn’t result in a traditional design space. Dimensions-first does, but it is difficult.
Dimensional Reasoning is hard and requires scaffolding.
• Co-creational Agent (MacNeil et al. ICCC 2017)
• Crowdsourcing (Gaoping and Quinn C&C 2017)
An Ecology of Tools Dimensions-first, Examples-first, Spacial Curation, Pen and Paper, Concept Maps, etc
Insights about researchers Many researchers view academic papers as puzzle pieces and use them as such
University of North Carolina at Charlotte
Stephen MacNeil
smacnei2@uncc.edu
Johanna Okerlund
jokerlun@uncc.edu
Celine Latulipe
clatulip@uncc.edu
1st 2nd 3rd
Dimensional Reasoning and Research Design Spaces
Authors
Read the paper: bit.ly/dsePaper
Try the Design Space Explorer: http://bit.ly/dsExplorer

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Design Space Creation: Dimensional Reasoning and Research Design Spaces

  • 1. University of North Carolina at Charlotte Stephen MacNeil smacnei2@uncc.edu Johanna Okerlund jokerlun@uncc.edu Celine Latulipe clatulip@uncc.edu 1st 2nd 3rd Dimensional Reasoning and Research Design Spaces Authors
  • 2. BlueSky: Crowd-Powered Uniform Sampling of Idea Spaces Gaoping Huang, Alexander J. Quinn System – step 2 cost is_destructive? Build a house Build a desk As a paper weight Use as a chair Build a sofa Break a window Pre-train and filter crowds Synthesize Synthesize ideas to get dimensions
  • 3.
  • 5. IdeaMache Andrew Webb and Andruid Kerne 2011 IdeaHound Siangliulue, Chan, Dow, and Gajos 2016 Tools for Curation/Ideation
  • 6. Design Space Schema Peter Dalsgaard, Kim Halskov and Rune Nielsen 2008
  • 7. Designing a Creative Car Concept
  • 8. MPG
  • 11. Designing a Creative Car Concept
  • 12. Slow Speed Energy Efficient Two Seats No Trunk Space Easy to Parallel Park Fast Speed Two Seats No Trunk Space Expensive
  • 13. Slow Speed Energy Efficient Two Seats No Trunk Space Easy to Parallel Park Fast Speed Two Seats No Trunk Space Expensive
  • 14. Slow Speed Energy Efficient Two Seats No Trunk Space Easy to Parallel Park Fast Speed Two Seats No Trunk Space Expensive
  • 15. Slow Speed Energy Efficient Two Seats No Trunk Space Easy to Parallel Park Fast Speed Two Seats No Trunk Space Expensive
  • 16. Slow Speed Energy Efficient Two Seats No Trunk Space Easy to Parallel Park Fast Speed Two Seats No Trunk Space Expensive Polar Bear Killer
  • 17. Fuel Type Oil Hybrid Electric TopSpeed
  • 18. Fuel Type Oil Hybrid Electric TopSpeed
  • 19. that are described by dimensions (aspects, features) Dimensional Reasoning the process of thinking about a conceptual space in terms of examples (concepts, instances) where each dimension can take on different values (options, settings)
  • 20. Research Questions 1. Dimensions-first or Examples-first? 2.How do people understand / value dimensional representations? 3. What are the challenges for dimensional reasoning?
  • 21. Research Questions 1. Dimensions-first or Examples-first? 2.How do people understand / value dimensional representations? 3. What are the challenges for dimensional reasoning?
  • 22. Examples-first Wizard-of-oz Study (n=11) Step 1: Describe Dimensions Step 2: Categorize Labels
  • 23. Example 1 C D Example 2 A B Q Example 3 U A B Example 4 D B Dimension 1 A Dimension 2 B C Dimension 3 D U Q D1 E1 D2 B C B E2 A E3 A D3 Q D U BE4 DS S S Examples-first Wizard-of-oz Study
  • 24. Electric Smart Car Slow Small Trunk Lamborghini Speed Slow Fast Trunk Size Small Large Speed Examples-first Wizard-of-oz Study Small Trunk Fast Trunk Size Slow Fast Small SmallLambo Smart Car
  • 25. 1. Process was natural and easy 2. Resulted in incomplete design spaces 3. Participants exhibited limited dimensional reasoning. 4. Tags encouraged researchers to view their space as categorized indexes Examples-first results
  • 28. Dimensions-first Design Space Explorer MacNeil, Okerlund, Latulipe 2017
  • 29. Dimensions-first Design Space Explorer MacNeil, Okerlund, Latulipe 2017
  • 30. User Study Design lab-based and longitudinal Interview 4 weeks 8 weeks 12 weeks Interview Interview 5 x 5 x 1 hour
  • 31. Dimension-first results Alternative Representations Relational Ontological Semantic Dimensional Spatial Flow
  • 32. Results 1. Dimensional Representations 2. Simple Design Spaces 3. Few Dimensions or Examples 4. Dimensional Topics
  • 33. “When I was writing I was only focusing on one aspect, but when I was looking at the chart [visualization] I wasn’t sure if I was fair enough in my writing.” P1-2 “It really helps to dimensionalize them [papers] because I start to think of them less as articles and more as articles in like different categories that they fit into. Which is something I haven’t really done before.” P2-4 “When I was writing I was only focusing on one aspect, but when I was looking at the chart [visualization] I wasn’t sure if I was fair enough in my writing.” P2-1
  • 34. Main Takeaways Examples-first doesn’t result in a traditional design space. Dimensions-first does, but it is difficult. Dimensional Reasoning is hard and requires scaffolding. • Co-creational Agent (MacNeil et al. ICCC 2017) • Crowdsourcing (Gaoping and Quinn C&C 2017) An Ecology of Tools Dimensions-first, Examples-first, Spacial Curation, Pen and Paper, Concept Maps, etc Insights about researchers Many researchers view academic papers as puzzle pieces and use them as such
  • 35. University of North Carolina at Charlotte Stephen MacNeil smacnei2@uncc.edu Johanna Okerlund jokerlun@uncc.edu Celine Latulipe clatulip@uncc.edu 1st 2nd 3rd Dimensional Reasoning and Research Design Spaces Authors Read the paper: bit.ly/dsePaper Try the Design Space Explorer: http://bit.ly/dsExplorer