Small dataset solves big problem: An outlier-insensitive binary classifier for inhibitory potency prediction.
Teng ZhouHaowen DouJie TanYouyi SongFei WangJiaqi WangPublished in: Knowl. Based Syst. (2022)
Keyphrases
- feature set
- prediction accuracy
- fold cross validation
- binary classifiers
- training and test sets
- prediction algorithm
- training data
- support vector
- training set
- small sample
- support vector machine
- classification process
- prediction model
- feature selection
- ensemble classifier
- classification algorithm
- feature space
- outlier detection
- class labels
- svm classifier
- multi class svm
- k nearest
- small number
- error correcting output codes
- decision trees
- machine learning
- binary features
- spiking neural networks
- binary classification problems
- data streams
- classification accuracy
- training examples
- training dataset
- classification scheme