Machine Learning Validation via Rational Dataset Sampling with astartes.
Jackson W. BurnsKevin A. SpiekermannHimaghna BhattacharjeeDionisios G. VlachosWilliam H. Green Jr.Published in: J. Open Source Softw. (2023)
Keyphrases
- machine learning
- learning algorithm
- explanation based learning
- decision making
- learning tasks
- benchmark datasets
- machine learning algorithms
- text mining
- data mining
- machine learning approaches
- training dataset
- artificial intelligence
- pattern recognition
- text classification
- supervised machine learning
- sampling strategy
- random sampling
- inductive learning
- kernel methods
- model validation
- bounded rationality
- sampled data
- data sets
- computer vision
- supervised learning
- statistical methods
- machine learning methods
- sample size
- learning systems
- data analysis
- active learning
- semi supervised learning
- probabilistic model
- natural language processing