Machine Learning Model Validation for Early Stage Studies with Small Sample Sizes.
Robyn LarracyAngkoon PhinyomarkErik J. SchemePublished in: EMBC (2021)
Keyphrases
- early stage
- sample size
- model validation
- machine learning
- small sample
- model selection
- experimental design
- random sample
- confidence intervals
- random sampling
- vc dimension
- small sample size
- upper bound
- statistical tests
- small samples
- finite sample
- early diagnosis
- data analysis
- statistical power
- decision trees
- learning tasks
- machine learning methods
- machine learning algorithms
- supervised learning
- support vector machine
- worst case
- structure learning
- variance reduction
- computer science
- statistical analysis
- markov chain
- text classification
- data mining