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Visualizing Uncertainty in the Prediction of Academic Risk

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Xavier Ochoa
Xavier Ochoa

Presentation at VISLA Workshop at the Learning Analytics and Knowledge Conference 2015.

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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 Ochoa xavier@cti.espol.edu.ec http://ariadne.cti.espol.edu.ec/xavier Twitter: @xaoch

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