Image-based classification of protein subcellular location patterns in human reproductive tissue by ensemble learning global and local features.
Fan YangYing-Ying XuShitong WangHong-Bin ShenPublished in: Neurocomputing (2014)
Keyphrases
- ensemble learning
- weak learners
- generalization ability
- ensemble classifier
- feature vectors
- classification accuracy
- feature space
- classification models
- protein subcellular location
- feature extraction
- svm classifier
- feature ranking
- support vector machine svm
- benchmark datasets
- feature set
- support vector
- image features
- high dimensionality
- feature selection
- image classification
- decision trees
- pattern recognition
- feature subset selection
- class labels
- machine learning
- data sets
- feature subset
- ensemble methods
- base classifiers
- selected features
- semi supervised
- neural network
- feature selection algorithms
- training set
- high dimensional
- training examples
- training samples