An ontology-based method for assessing batch effect adjustment approaches in heterogeneous datasets.
Florian SchmidtMarkus ListEngin CukurogluSebastian KöhlerJonathan GökeMarcel H. SchulzPublished in: Bioinform. (2018)
Keyphrases
- high accuracy
- high precision
- experimental evaluation
- test data
- alternative methods
- evaluation method
- clustering method
- computational cost
- support vector machine svm
- search methods
- experimental results on real world
- segmentation method
- significant improvement
- similarity measure
- optimization method
- benchmark data sets
- computationally efficient
- detection method
- decision trees
- input data
- feature set
- probabilistic model
- active learning
- preprocessing
- feature extraction