Classification and prediction-based machine learning algorithms to predict students' low and high programming performance.
Aykut DurakVahide BulutPublished in: Comput. Appl. Eng. Educ. (2024)
Keyphrases
- machine learning algorithms
- benchmark data sets
- machine learning methods
- predictive accuracy
- machine learning
- learning algorithm
- decision trees
- learning problems
- machine learning approaches
- programming course
- random forests
- input features
- computer programming
- multiclass classification
- learning environment
- prediction accuracy
- learning tasks
- standard machine learning algorithms
- programming education
- introductory programming
- machine learning systems
- student learning
- supervised learning algorithms
- learning models
- classification accuracy
- programming language
- supervised learning
- prediction model
- e learning
- programming environment
- support vector
- training set
- transfer learning
- learning experience
- benchmark datasets
- decision tree learners
- learning styles