Development of New Methods Needs Proper Evaluation - Benchmarking Sets for Machine Learning Experiments for Class A GPCRs.
Damian LesniakSabina PodlewskaStanislaw JastrzebskiIgor SieradzkiAndrzej J. BojarskiJacek TaborPublished in: J. Chem. Inf. Model. (2019)
Keyphrases
- knowledge based systems
- machine learning
- artificial intelligence
- knowledge base
- machine learning methods
- statistical methods
- machine learning algorithms
- empirical studies
- evaluation methods
- evaluation metrics
- computational cost
- preprocessing
- computer science
- face recognition
- gold standard
- logic programs
- text classification
- data mining
- benchmark datasets
- natural language
- evaluation measures
- evaluation method
- genetic algorithm
- explanation based learning
- formative evaluation