PScL-HDeep: image-based prediction of protein subcellular location in human tissue using ensemble learning of handcrafted and deep learned features with two-layer feature selection.
Matee UllahKe HanFazal HadiJian XuJiangning SongDong-Jun YuPublished in: Briefings Bioinform. (2021)
Keyphrases
- ensemble learning
- feature selection
- ensemble classifier
- feature set
- selected features
- ensemble methods
- protein subcellular location
- feature extraction
- feature ranking
- generalization ability
- prediction accuracy
- feature space
- feature subset
- high dimensionality
- feature selection algorithms
- random forest
- classification accuracy
- concept drift
- prior knowledge
- benchmark datasets
- feature vectors
- image analysis
- support vector machine
- active learning
- feature subset selection
- high dimensional
- machine learning
- artificial neural networks
- machine learning methods
- non stationary
- text categorization
- unlabeled data
- unsupervised learning
- image features