Visualizing Uncertainty in the Prediction of Academic Risk
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Transcript of Visualizing Uncertainty in the Prediction of Academic Risk
Visualizing Uncertainty in the Prediction of Academic Risk
Xavier Ochoa
ESPOL
MY PAPER
Visual Learning Analytics
See result of Analysis
Understand the Analysis
Affect/Choose the Analysis
Visual Learning Analytics
See result of Analysis
Understand the Analysis
Affect/Choose the Analysis
Academic Risk
Visual Learning Analytics
See result of Analysis
Understand the Analysis
Affect/Choose the Analysis
Uncertainty in Prediction
Academic Risk + Uncertainty
Visual Learning Analytics
See result of Analysis
Understand the Analysis
Affect/Choose the Analysis
Models/Algorithms Trade-offs
Academic Risk + Uncertainty + Control
YOUR PAPERS
Graph Summarized Responses
• Nice algorithm (I will steal it!)
• Not completely sure about visualization
• Compare it with a predefined response?
• Could use the textual clustering
High-order Clustering of Tags
• Again, nice algorithm
• The usefulness (by itself) is not clear
• Automatic classification / directory?
Collaborative Writing Analysis
• Simple yet effective!
• Comparison with a desired concept map?
• Summarization could add value
• Make it a plugin for Google Docs (please!)
Programming Discussion Forums
• Nice algorithm again
• Not sure about the usefulness as it is
• How about making question and finding previous answers?
• Collaboration with other papers
Interactive Surfaces
• Nice visualization
• Reflection, but for what?
• Highlight patterns using Process Mining
• Animate the process (for teacher)
Competence-Based Structure
• I am presenting a project with a similar idea
• Graph simplification is an issue
• Process Mining could help
• Could use some uncertainty visualization :)
Conclusions
• Opportunities for Collaboration (SIG)
• Need to move more towards Visual Analytics
• Evaluation is critical
Gracias / Thank you
Xavier [email protected]://ariadne.cti.espol.edu.ec/xavierTwitter: @xaoch