Discovering Regulatory Network Topologies Using Ensemble Methods on GPGPUs With Special Reference to the Biological Clock of Neurospora crassa.
Ahmad Al-OmariJames GriffithMichael T. JudgeThiab R. TahaJonathan ArnoldHeinz-Bernd SchüttlerPublished in: IEEE Access (2015)
Keyphrases
- ensemble methods
- network topologies
- network topology
- prediction accuracy
- benchmark datasets
- machine learning methods
- random forests
- ensemble learning
- random forest
- bootstrap sampling
- decision trees
- generalization ability
- base classifiers
- classifier ensemble
- biological systems
- drifting concepts
- ensemble feature selection
- artificial neural networks
- biological data
- machine learning
- data mining
- data sets
- decision tree ensembles
- random graphs
- feature subset
- naive bayes
- optimal solution
- learning algorithm
- neural network