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2016-11-08 Romero: What can Visualization do for You? 1
VisualizationStudio
What can Visualization do for you?
Mario Romero ∙ 2016-11-08
Johan Blaus ∙ KTH Industry Liaison
2016-11-08 Romero: What can Visualization do for You? 3
Johan Blaus ∙ KTH Industry Liasson
Linda Bell
Head of EU R&D Relations
Katrin Danerlöv
International Department Unit
National Contact Point (NCP)
2016-11-08 Romero: What can Visualization do for You? 4
5Romero: What can Visualization do for You?2016-11-08
6Romero: What can Visualization do for You?2016-11-08
Uber Rides (chord diagram), Cofee Flavour (sun burst), Nutrient Data (parallel coordinates), Map of the Market (treemap)
Scatter Plot (Orthogonal Coordinates)
V1 V2
D1 7 3
D2 2 7
D3 9 8 V1
V2
2016-11-08 Romero: What can Visualization do for You?
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Parallel Coordinates
V1 V2 V3 V4 V5
V1 V2 V3 V4 V5
D1 7 3 4 8 1
D2 2 7 6 3 4
D3 9 8 1 4 2
2016-11-08 Romero: What can Visualization do for You?
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Parallel Coordinates
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2016-11-08 Romero: What can Visualization do for You?
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Radar Chart
2016-11-08 Romero: What can Visualization do for You?
Other Links: nutrition data, tutorials, car data, gitHut, gitHub, angular brushing, edge-bundling
10
Information Visualization 2013 - 17
11Romero: What can Visualization do for You?2016-11-08
Information Visualization 2014 - 19
12Romero: What can Visualization do for You?2016-11-08
Information Visualization 2015 - 48
13Romero: What can Visualization do for You?2016-11-08
Information Visualization 2016 - 73
2016-11-08 Romero: What can Visualization do for You? 14
Information Visualization 2016
Rodrigo Roa Rodríguez
Zhihao Yang
Jacob Norlin-Andersson
2016-11-08 Romero: What can Visualization do for You? 15
Visualizing Horizon 2020
2016-11-08 Romero: What can Visualization do for You? 16
Horizon2020
• EU Research & Innovation program
• Largest ever!
• €80 billion of funding
• 7 years (2014 to 2020)
• Ideas (Lab  Market)
• Very Competitive!
Link
2016-11-08 Romero: What can Visualization do for You? 17
Stairway to Excellence project: Choropleth Map of Europe visualizing H2020 Funding per Capita per Region
Visualizing Horizon 2020 – Homescreen
2016-11-08 Romero: What can Visualization do for You? 18
Visualizing Horizon 2020 – Full Tree
2016-11-08 Romero: What can Visualization do for You? 19
How did the project succeed?
• Good students
• Commitment from client
• Time
• Funding
• Good leadership
2016-11-08 Romero: What can Visualization do for You? 20
What is Visualization? “The use of computer-supported, interactive
visual representations of data to amplify
cognition.”
Card, Mackinlay, Shneiderman 1998
The art of helping people paint ideas from data.
Romero 2016
2016-11-08 Romero: What can Visualization do for You? 21
Why Visualization?
Anscombe’s Quartet
I II III IV
x y x y x y x y
10 8.04 10 9.14 10 7.46 8 6.58
8 6.95 8 8.14 8 6.77 8 5.76
13 7.58 13 8.74 13 12.74 8 7.71
9 8.81 9 8.77 9 7.11 8 8.84
11 8.33 11 9.26 11 7.81 8 8.47
14 9.96 14 8.1 14 8.84 8 7.04
6 7.24 6 6.13 6 6.08 8 5.25
4 4.26 4 3.1 4 5.39 19 12.5
12 10.84 12 9.13 12 8.15 8 5.56
7 4.82 7 7.26 7 6.42 8 7.91
5 5.68 5 4.74 5 5.73 8 6.89
Mean 9 7.5 9 7.5 9 7.5 9 7.5
Variance 11 4.1 11 4.1 11 4.1 11 4.1
X-Y Correlation 0.63 0.63 0.63 0.63
Lin. Regression y = 3.00 + 0.500x y = 3.00 + 0.500x y = 3.00 + 0.500x y = 3.00 + 0.500x
0
2
4
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0 2 4 6 8 10 12 14 16 18 20
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y
x
III
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0 2 4 6 8 10 12 14 16 18 20
y
x
I
2016-11-08 Romero: What can Visualization do for You? 22
http://www.thehumanfaceofbigdata.com/
2016-11-08 Romero: What can Visualization do for You? 24
Visualization Questions 1. Who is the user?
2. What are the tasks?
3. What is the data?
4. What are the visual structures?
5. How does the visualization support the tasks?
6. How can it be improved?
2016-11-08 Romero: What can Visualization do for You? 25
2016-11-08 Romero: What can Visualization do for You? 26
Visualization Questions 1. Who is the user?
2. What are the tasks?
3. What is the data?
4. What are the visual structures?
5. How does the visualization support the tasks?
6. How can it be improved?
• Funding Analysts
• Research Officers
• Organizations
• Countries
• Policy Makers
• Grant Applicants
• Evaluation Committees
2016-11-08 Romero: What can Visualization do for You? 27
Linda
Katrin
Visualization Questions 1. Who is the user?
2. What are the tasks?
3. What is the data?
4. What are the visual structures?
5. How does the visualization support the tasks?
6. How can it be improved?
• Monitor participation
• Show collaboration
• Provides overview
• Create Reports
• Communicate
2016-11-08 Romero: What can Visualization do for You? 28
Visualization Questions 1. Who is the user?
2. What are the tasks?
3. What is the data?
4. What are the visual structures?
5. How does the visualization support the tasks?
6. How can it be improved?
2016-11-08 Romero: What can Visualization do for You? 29
2016-11-08 Romero: What can Visualization do for You? 30
Data: relational database
2016-11-08 Romero: What can Visualization do for You? 31
Data: participant table (+30K rows)
2016-11-08 Romero: What can Visualization do for You? 32
Data: project table (+10K rows)
Visualization Questions 1. Who is the user?
2. What are the tasks?
3. What is the data?
4. What are the visual structures?
5. How does the visualization support the tasks?
6. How can it be improved?
• Tree
• Sunburst
2016-11-08 Romero: What can Visualization do for You? 33
2016-11-08 Romero: What can Visualization do for You? 34
Data: structure (hierarchy)
* 7 pillars in the database, as certain programmes are listed as pillars.
** signed projects, eCORDA H2020 database, september 30, 2016.
2016-11-08 Romero: What can Visualization do for You? 35
1 H2020 7 Pillars 32 Calls
Visualization Questions 1. Who is the user?
2. What are the tasks?
3. What is the data?
4. What are the visual structures?
5. How does the visualization support the tasks?
6. How can it be improved?
• Evaluation
• Test v1 experimental design:
• Tasks
• Short
• Well-defined
• Measurable results
• Test v2 descriptive/relational
design:
• Let user choose their
own task
• Deeper understanding of
the user, more realistic
feedback.
2016-11-08 Romero: What can Visualization do for You? 37
Visualization Questions 1. Who is the user?
2. What are the tasks?
3. What is the data?
4. What are the visual structures?
5. How does the visualization support the tasks?
6. How can it be improved?
• Text search on abstract
• Topics
• Motivations
• Challenges
• Applications
• Deployment Data
• Usage
• Communication
• New user types
• More visual structures
• Maps
• Tree maps
• Graphs
2016-11-08 Romero: What can Visualization do for You? 38
2016-11-08 Romero: What can Visualization do for You? 39
Requirements Design
ImplementationEvaluation
Iterative
User-Centered Design UCD
User
Selected Projects
41
Visualizing Transport Systems
42
Tidebanan
43
2016-11-08 Romero: What can Visualization do for You? 44
2016-11-08 Romero: What can Visualization do for You? 46
Outline
What is
Visualization
Why
Visualization
Why Human-
Centered?
Examples
Viz-A-Vis
Open Questions
Visualization
Sustainable
Development
Examples
Nairobi Water
Open Questions
Mixed Reality
Visualization
What is Mixed
Reality?
Examples
Spinnulator
Open Questions
Expo-Based
Learning
What is it?
Current Results
Closing
Summary
News
Students venturing through startups.
Erik Dahlberg’s start up Tidebanan 2015
2016-11-08 Romero: What can Visualization do for You? 47
Late
48
2016-11-08 Romero: What can Visualization do for You? 49
2016-11-08 Romero: What can Visualization do for You? 51
Visualizing Education Impact
52
Course Voyager
53
2016-11-08 Romero: What can Visualization do for You? 54
2016-11-08 Romero: What can Visualization do for You? 56
Engineer Your Future
57
2016-11-08 Romero: What can Visualization do for You? 58
2016-11-08 Romero: What can Visualization do for You? 60
What can Visualization
do for you?
• Discover who the user is
• Unearth the user tasks
• Formalize a data model
• Map data into visual structures
• Program interactive visualizations
• Evaluate Results
• Help you discover questions you
didn’t know you had
2016-11-08 Romero: What can Visualization do for You? 61
How can we
collaborate?
• MS Thesis
• Proposal – exjobb portal
• Visualization Goal
• User
• Tasks
• Data
• Student Competencies
• 800 Hrs
• Supervision
• Funding is optional
2016-11-08 Romero: What can Visualization do for You? 62
Thank you!
marior@kth.se marioromero73 marioromero73 marioromero
kth.se/profile/marior/
63

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Romero: What can Visualization do for You?

  • 1. 2016-11-08 Romero: What can Visualization do for You? 1 VisualizationStudio
  • 2. What can Visualization do for you? Mario Romero ∙ 2016-11-08
  • 3. Johan Blaus ∙ KTH Industry Liaison 2016-11-08 Romero: What can Visualization do for You? 3
  • 4. Johan Blaus ∙ KTH Industry Liasson Linda Bell Head of EU R&D Relations Katrin Danerlöv International Department Unit National Contact Point (NCP) 2016-11-08 Romero: What can Visualization do for You? 4
  • 5. 5Romero: What can Visualization do for You?2016-11-08
  • 6. 6Romero: What can Visualization do for You?2016-11-08 Uber Rides (chord diagram), Cofee Flavour (sun burst), Nutrient Data (parallel coordinates), Map of the Market (treemap)
  • 7. Scatter Plot (Orthogonal Coordinates) V1 V2 D1 7 3 D2 2 7 D3 9 8 V1 V2 2016-11-08 Romero: What can Visualization do for You? 0 1 2 3 4 5 6 7 8 9 9 8 7 6 5 4 3 2 1 0 7
  • 8. Parallel Coordinates V1 V2 V3 V4 V5 V1 V2 V3 V4 V5 D1 7 3 4 8 1 D2 2 7 6 3 4 D3 9 8 1 4 2 2016-11-08 Romero: What can Visualization do for You? 0 1 2 3 4 5 6 7 8 9 8
  • 9. Parallel Coordinates V1 V2 V3 V4 V5 2016-11-08 Romero: What can Visualization do for You? 0 1 2 3 4 5 6 7 8 9 9 0 1 2 3 4 5 6 7 8 9 1 2 34 5 Radar Chart
  • 10. 2016-11-08 Romero: What can Visualization do for You? Other Links: nutrition data, tutorials, car data, gitHut, gitHub, angular brushing, edge-bundling 10
  • 11. Information Visualization 2013 - 17 11Romero: What can Visualization do for You?2016-11-08
  • 12. Information Visualization 2014 - 19 12Romero: What can Visualization do for You?2016-11-08
  • 13. Information Visualization 2015 - 48 13Romero: What can Visualization do for You?2016-11-08
  • 14. Information Visualization 2016 - 73 2016-11-08 Romero: What can Visualization do for You? 14
  • 15. Information Visualization 2016 Rodrigo Roa Rodríguez Zhihao Yang Jacob Norlin-Andersson 2016-11-08 Romero: What can Visualization do for You? 15
  • 16. Visualizing Horizon 2020 2016-11-08 Romero: What can Visualization do for You? 16
  • 17. Horizon2020 • EU Research & Innovation program • Largest ever! • €80 billion of funding • 7 years (2014 to 2020) • Ideas (Lab  Market) • Very Competitive! Link 2016-11-08 Romero: What can Visualization do for You? 17 Stairway to Excellence project: Choropleth Map of Europe visualizing H2020 Funding per Capita per Region
  • 18. Visualizing Horizon 2020 – Homescreen 2016-11-08 Romero: What can Visualization do for You? 18
  • 19. Visualizing Horizon 2020 – Full Tree 2016-11-08 Romero: What can Visualization do for You? 19
  • 20. How did the project succeed? • Good students • Commitment from client • Time • Funding • Good leadership 2016-11-08 Romero: What can Visualization do for You? 20
  • 21. What is Visualization? “The use of computer-supported, interactive visual representations of data to amplify cognition.” Card, Mackinlay, Shneiderman 1998 The art of helping people paint ideas from data. Romero 2016 2016-11-08 Romero: What can Visualization do for You? 21
  • 22. Why Visualization? Anscombe’s Quartet I II III IV x y x y x y x y 10 8.04 10 9.14 10 7.46 8 6.58 8 6.95 8 8.14 8 6.77 8 5.76 13 7.58 13 8.74 13 12.74 8 7.71 9 8.81 9 8.77 9 7.11 8 8.84 11 8.33 11 9.26 11 7.81 8 8.47 14 9.96 14 8.1 14 8.84 8 7.04 6 7.24 6 6.13 6 6.08 8 5.25 4 4.26 4 3.1 4 5.39 19 12.5 12 10.84 12 9.13 12 8.15 8 5.56 7 4.82 7 7.26 7 6.42 8 7.91 5 5.68 5 4.74 5 5.73 8 6.89 Mean 9 7.5 9 7.5 9 7.5 9 7.5 Variance 11 4.1 11 4.1 11 4.1 11 4.1 X-Y Correlation 0.63 0.63 0.63 0.63 Lin. Regression y = 3.00 + 0.500x y = 3.00 + 0.500x y = 3.00 + 0.500x y = 3.00 + 0.500x 0 2 4 6 8 10 12 14 0 2 4 6 8 10 12 14 16 18 20 y x II 0 2 4 6 8 10 12 14 0 2 4 6 8 10 12 14 16 18 20 y x IV 0 2 4 6 8 10 12 14 0 2 4 6 8 10 12 14 16 18 20 y x III 0 2 4 6 8 10 12 14 0 2 4 6 8 10 12 14 16 18 20 y x I 2016-11-08 Romero: What can Visualization do for You? 22
  • 24. Visualization Questions 1. Who is the user? 2. What are the tasks? 3. What is the data? 4. What are the visual structures? 5. How does the visualization support the tasks? 6. How can it be improved? 2016-11-08 Romero: What can Visualization do for You? 25
  • 25. 2016-11-08 Romero: What can Visualization do for You? 26
  • 26. Visualization Questions 1. Who is the user? 2. What are the tasks? 3. What is the data? 4. What are the visual structures? 5. How does the visualization support the tasks? 6. How can it be improved? • Funding Analysts • Research Officers • Organizations • Countries • Policy Makers • Grant Applicants • Evaluation Committees 2016-11-08 Romero: What can Visualization do for You? 27 Linda Katrin
  • 27. Visualization Questions 1. Who is the user? 2. What are the tasks? 3. What is the data? 4. What are the visual structures? 5. How does the visualization support the tasks? 6. How can it be improved? • Monitor participation • Show collaboration • Provides overview • Create Reports • Communicate 2016-11-08 Romero: What can Visualization do for You? 28
  • 28. Visualization Questions 1. Who is the user? 2. What are the tasks? 3. What is the data? 4. What are the visual structures? 5. How does the visualization support the tasks? 6. How can it be improved? 2016-11-08 Romero: What can Visualization do for You? 29
  • 29. 2016-11-08 Romero: What can Visualization do for You? 30 Data: relational database
  • 30. 2016-11-08 Romero: What can Visualization do for You? 31 Data: participant table (+30K rows)
  • 31. 2016-11-08 Romero: What can Visualization do for You? 32 Data: project table (+10K rows)
  • 32. Visualization Questions 1. Who is the user? 2. What are the tasks? 3. What is the data? 4. What are the visual structures? 5. How does the visualization support the tasks? 6. How can it be improved? • Tree • Sunburst 2016-11-08 Romero: What can Visualization do for You? 33
  • 33. 2016-11-08 Romero: What can Visualization do for You? 34 Data: structure (hierarchy) * 7 pillars in the database, as certain programmes are listed as pillars. ** signed projects, eCORDA H2020 database, september 30, 2016.
  • 34. 2016-11-08 Romero: What can Visualization do for You? 35 1 H2020 7 Pillars 32 Calls
  • 35. Visualization Questions 1. Who is the user? 2. What are the tasks? 3. What is the data? 4. What are the visual structures? 5. How does the visualization support the tasks? 6. How can it be improved? • Evaluation • Test v1 experimental design: • Tasks • Short • Well-defined • Measurable results • Test v2 descriptive/relational design: • Let user choose their own task • Deeper understanding of the user, more realistic feedback. 2016-11-08 Romero: What can Visualization do for You? 37
  • 36. Visualization Questions 1. Who is the user? 2. What are the tasks? 3. What is the data? 4. What are the visual structures? 5. How does the visualization support the tasks? 6. How can it be improved? • Text search on abstract • Topics • Motivations • Challenges • Applications • Deployment Data • Usage • Communication • New user types • More visual structures • Maps • Tree maps • Graphs 2016-11-08 Romero: What can Visualization do for You? 38
  • 37. 2016-11-08 Romero: What can Visualization do for You? 39 Requirements Design ImplementationEvaluation Iterative User-Centered Design UCD User
  • 41. 2016-11-08 Romero: What can Visualization do for You? 44
  • 42. 2016-11-08 Romero: What can Visualization do for You? 46
  • 43. Outline What is Visualization Why Visualization Why Human- Centered? Examples Viz-A-Vis Open Questions Visualization Sustainable Development Examples Nairobi Water Open Questions Mixed Reality Visualization What is Mixed Reality? Examples Spinnulator Open Questions Expo-Based Learning What is it? Current Results Closing Summary News Students venturing through startups. Erik Dahlberg’s start up Tidebanan 2015 2016-11-08 Romero: What can Visualization do for You? 47
  • 45. 2016-11-08 Romero: What can Visualization do for You? 49
  • 46. 2016-11-08 Romero: What can Visualization do for You? 51
  • 49. 2016-11-08 Romero: What can Visualization do for You? 54
  • 50. 2016-11-08 Romero: What can Visualization do for You? 56
  • 52. 2016-11-08 Romero: What can Visualization do for You? 58
  • 53. 2016-11-08 Romero: What can Visualization do for You? 60
  • 54. What can Visualization do for you? • Discover who the user is • Unearth the user tasks • Formalize a data model • Map data into visual structures • Program interactive visualizations • Evaluate Results • Help you discover questions you didn’t know you had 2016-11-08 Romero: What can Visualization do for You? 61
  • 55. How can we collaborate? • MS Thesis • Proposal – exjobb portal • Visualization Goal • User • Tasks • Data • Student Competencies • 800 Hrs • Supervision • Funding is optional 2016-11-08 Romero: What can Visualization do for You? 62
  • 56. Thank you! marior@kth.se marioromero73 marioromero73 marioromero kth.se/profile/marior/ 63