Machine Learning Algorithms for Predicting Chronic Obstructive Pulmonary Disease from Gene Expression Data with Class Imbalance.
Kunti Robiatul MahmudahBedy PurnamaFatma IndrianiKenji SatouPublished in: BIOINFORMATICS (2021)
Keyphrases
- machine learning algorithms
- gene expression data
- class imbalance
- high dimensionality
- chronic obstructive pulmonary disease
- feature selection
- microarray
- benchmark data sets
- machine learning
- learning algorithm
- active learning
- gene expression
- feature space
- class distribution
- decision trees
- high dimensional data
- microarray data
- machine learning methods
- high dimensional
- dimensionality reduction
- learning tasks
- cost sensitive
- random forests
- gene selection
- concept drift
- data sets
- learning models
- transfer learning
- image processing
- nearest neighbor