(r)ENA
Zachari Swiecki, Vitomir Kovanović, & Yeyu Wang
Background
ENA Overview
rENA walkthrough
Breakouts
Share
content
Understand key ENA decision points
Implement ENA models in R
Use ENA outputs in subsequent models
goals
background
Quantitative Ethnography
Culture
Discourse
Codes
Connections
Quantitative Ethnography
Culture
Discourse
Codes
Connections
Quantitative Ethnography
Culture
Discourse
Codes
Connections
Quantitative Ethnography
Culture
Discourse
Codes
Connections
Data
Design Tradeoffs
Collaboration
Technical Requirements
Quantitative Ethnography
Culture
Discourse
Codes
Connections
Data
Design Tradeoffs
Collaboration
Technical Requirements
Model Specification
Connection Accumulation
Dimensional Reduction
Plotting
Testing
Model Specification
Connection Accumulation
Dimensional Reduction
Plotting
Testing
Model Specification
Connection Accumulation
Dimensional Reduction
Plotting
Testing
Model Specification
Connection Accumulation
Dimensional Reduction
Plotting
Testing
Model Specification
Connection Accumulation
Dimensional Reduction
Plotting
Testing
First Game
relative novices
First Game
relative novices
Second Game
relative experts
Model Specifications
Data
Codes
Units
Groupings/Metadata
Conversations
Conversations
Conversations
Conversations
Stanzas
Stanzas: whole conversation
Stanzas: moving stanza
Stanzas: moving stanza
Stanzas: moving stanza
Stanzas: moving stanza (Infinite)
Stanzas: moving stanza (Infinite)
Stanzas: moving stanza (Infinite)
Connection Accumulation
Stanzas: whole conversation
Stanzas: whole conversation
1 | 1 | 1 | 1 | 1 | 1 |
Data & Technical Requirements
Data & Design Tradeoffs
Data &
Collaboration
Technical Requirements & Design Tradeoffs
Technical Requirements & Collaboration
Design Tradeoffs & Collaboration
Stanzas: moving stanza
Stanzas: moving stanza
0 | 0 | 0 | 0 | 0 | 0 |
Data & Technical Requirements
Data & Design Tradeoffs
Data &
Collaboration
Technical Requirements & Design Tradeoffs
Technical Requirements & Collaboration
Design Tradeoffs & Collaboration
Stanzas: moving stanza
1 | 0 | 1 | 0 | 0 | 0 |
Data & Technical Requirements
Data & Design Tradeoffs
Data &
Collaboration
Technical Requirements & Design Tradeoffs
Technical Requirements & Collaboration
Design Tradeoffs & Collaboration
Adjacency vectors
Normalized Adjacency vectors
Dimensional Reduction
rotation
matrix
Normalized connection counts
ENA
scores
Plotting
Data
Design Tradeoffs
Technical Requirements
Collaboration
Data
Design Tradeoffs
Technical Requirements
Collaboration
Data
Design Tradeoffs
Technical Requirements
Collaboration
Data
Design Tradeoffs
Technical Requirements
Collaboration
Data
Design Tradeoffs
Technical Requirements
Collaboration
Data
Design Tradeoffs
Technical Requirements
Collaboration
Data
Collaboration
masking
Data
Design Tradeoffs
Technical Requirements
Collaboration
Data
Design Tradeoffs
Technical Requirements
Collaboration
Data
Design Tradeoffs
Technical Requirements
Collaboration
Higher Dimensions
Data
Design Tradeoffs
(SVD2 - 21% )
Collaboration
Technical Requirements
(SVD1 - 30%)
Data
Design Tradeoffs
Collaboration
Technical Requirements
(SVD1 - 30%)
(SVD3 - 15% )
Projections
Data
Design Tradeoffs
Collaboration
Technical Requirements
Data
Design Tradeoffs
Collaboration
Technical Requirements
Data
Design Tradeoffs
Collaboration
Technical Requirements
Data
Design Tradeoffs
Collaboration
Technical Requirements
Data
Design Tradeoffs
Collaboration
Technical Requirements
Data
Design Tradeoffs
Collaboration
Technical Requirements
Testing