Tutorial on Practical Prediction Theory for Classification 论文

2005引用 268
Machine Learning and AlgorithmsMachine Learning and Data ClassificationImbalanced Data Classification Techniques

摘要

We discuss basic prediction theory and it's impact on classification success evaluation, implications for learning algorithm design, and uses in learning algorithm execution. This tutorial is meant to be a comprehensive compilation of results which are both theoretically rigorous and practically useful. There are two important implications...