Determining Cutoff Point of Ensemble Trees Based on Sample Size in Predicting Clinical Dose with DNA Microarray Data.
Selen Yilmaz IsikhanErdem KarabulutCelal Reha AlparPublished in: Comput. Math. Methods Medicine (2016)
Keyphrases
- sample size
- dna microarray data
- dna microarray
- small sample size
- model selection
- upper bound
- gene expression data
- microarray data
- random sampling
- decision trees
- cancer diagnosis
- gene selection
- variance reduction
- ensemble methods
- progressive sampling
- random sample
- regression problems
- worst case
- machine learning
- random forests
- gene expression
- high dimensional
- clinical diagnosis
- training set
- feature selection