Adding monotonicity to learning algorithms may impair their accuracy.
Arie Ben-DavidLeon SterlingTriDat TranPublished in: Expert Syst. Appl. (2009)
Keyphrases
- learning algorithm
- high accuracy
- generalization ability
- computational cost
- machine learning
- prediction accuracy
- machine learning algorithms
- active learning
- error rate
- precision and recall
- real time
- learning rate
- classification accuracy
- upper bound
- trade off
- lower bound
- knowledge base
- highly accurate
- improved accuracy
- learning paradigms