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The use of an Explainable Artificial Intelligence Tool
for Decision-making Support
in Virtual Learning Environments
Jose Maria Alonso
Universidade de Santiago de
Compostela, Spain
Gabriella Casalino
University of Bari Aldo Moro, Italy,
HELMeTO 2019
International Workshop on
Higher Education Learning Methodologies and Technologies Online
June 6-7, 2019, Novedrate (CO), Italy
Distance Learning
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Educational Data Mining
and Learning Analytics
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Educational Data Mining
and Learning Analytics
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Educational Data Mining
and Learning Analytics
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Educational Data Mining
and Learning Analytics
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Educational Data Mining
and Learning Analytics
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Experts
?
Educational Data Mining
and Learning Analytics
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Educational Data Mining
and Learning Analytics
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Educational Data Mining
and Learning Analytics
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Explainable Artificial
Intelligence - XAI
There is a gap between data and human users
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Explainable AI refers to techniques
in AI which can be trusted and
easily understood by humans.
ExpliClas
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
https://demos.citius.usc.es/ExpliClas/
https://demos.citius.usc.es/ExpliClasAPI/
Jose M. Alonso, A. Bugarín, “ExpliClas:
Automatic Generation of Explanations in Natural
Language for Weka Classifiers”, IEEE
International Conference on Fuzzy Systems
(FUZZ-IEEE), New Orleans, USA, 1-6, 2019
OULAD Dataset
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
https://analyse.kmi.open.ac.uk/open_dataset
Furia
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Furia
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Furia
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
J48
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Conclusions and Future
Work
• ExpliClas XAI tool to analyze educational data
• Multimodal explanations: graphs + text.
• Global explanation
• Local explanation
• Online survey about the goodness of the
explanations
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Thanks
Gabriella Casalino
gabriella.casalino@uniba.it
HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
Jose Maria Alonso
josemaria.alonso.moral@usc.es

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The use of an Explainable Artificial Intelligence Tool for Decision-making Support in Virtual Learning Environments

  • 1. The use of an Explainable Artificial Intelligence Tool for Decision-making Support in Virtual Learning Environments Jose Maria Alonso Universidade de Santiago de Compostela, Spain Gabriella Casalino University of Bari Aldo Moro, Italy, HELMeTO 2019 International Workshop on Higher Education Learning Methodologies and Technologies Online June 6-7, 2019, Novedrate (CO), Italy
  • 2. Distance Learning HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 3. Educational Data Mining and Learning Analytics HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 4. Educational Data Mining and Learning Analytics HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 5. Educational Data Mining and Learning Analytics HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 6. Educational Data Mining and Learning Analytics HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 7. Educational Data Mining and Learning Analytics HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy Experts ?
  • 8. Educational Data Mining and Learning Analytics HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 9. Educational Data Mining and Learning Analytics HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 10. Educational Data Mining and Learning Analytics HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 11. Explainable Artificial Intelligence - XAI There is a gap between data and human users HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy Explainable AI refers to techniques in AI which can be trusted and easily understood by humans.
  • 12. ExpliClas HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy https://demos.citius.usc.es/ExpliClas/ https://demos.citius.usc.es/ExpliClasAPI/ Jose M. Alonso, A. Bugarín, “ExpliClas: Automatic Generation of Explanations in Natural Language for Weka Classifiers”, IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), New Orleans, USA, 1-6, 2019
  • 13. OULAD Dataset HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy https://analyse.kmi.open.ac.uk/open_dataset
  • 14. Furia HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 15. Furia HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 16. Furia HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 17. J48 HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 18. Conclusions and Future Work • ExpliClas XAI tool to analyze educational data • Multimodal explanations: graphs + text. • Global explanation • Local explanation • Online survey about the goodness of the explanations HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy
  • 19. Thanks Gabriella Casalino gabriella.casalino@uniba.it HELMeTO 2019 - June 6-7, 2019, Novedrate (CO), Italy Jose Maria Alonso josemaria.alonso.moral@usc.es