Caveats and pitfalls of ROC analysis in clinical microarray research (and how to avoid them).
Daniel P. BerrarPeter A. FlachPublished in: Briefings Bioinform. (2012)
Keyphrases
- microarray
- roc analysis
- receiver operating characteristic
- gene expression
- dna microarray
- high throughput
- class distribution
- gene expression data
- microarray data
- roc curve
- gene selection
- cross validation
- high dimensionality
- breast cancer
- gene expression profiling
- cancer classification
- gene expression profiles
- cost sensitive
- misclassification costs
- gene networks
- model selection
- microarray datasets
- learning algorithm
- test set
- text mining
- training data