Explainable Artificial Intelligence for Academic Performance Prediction. An Experimental Study on the Impact of Accuracy and Simplicity of Decision Trees on Causability and Fairness Perceptions.
Marco LünichBirte KellerPublished in: FAccT (2024)
Keyphrases
- prediction accuracy
- artificial intelligence
- decision trees
- predictive accuracy
- high accuracy
- machine learning
- high prediction accuracy
- intelligent systems
- software engineering
- improve the prediction accuracy
- ensemble methods
- knowledge based systems
- error rate
- intelligent agents
- game theory
- information gain
- expert systems
- e learning
- decision rules
- data sets
- prediction model
- computational intelligence
- prediction algorithm
- root mean square error
- decision tree learning
- computational cost