Incorporating Crowdsourced Annotator Distributions into Ensemble Modeling to Improve Classification Trustworthiness for Ancient Greek Papyri.
Graham WestMatthew I. SwindallBen KeenerTimothy PlayerAlex C. WilliamsJames H. BrusuelasJohn F. WallinPublished in: J. Data Min. Digit. Humanit. (2024)
Keyphrases
- pattern recognition
- majority voting
- feature vectors
- final classification
- machine learning
- ensemble classifier
- pattern classification
- classification accuracy
- support vector machine
- text classification
- feature selection
- ensemble learning
- support vector machine svm
- automatic classification
- training set
- probability distribution
- ensemble classification
- decision trees
- training data
- support vector
- classification models
- classification method
- ensemble methods
- classifier ensemble
- classification systems
- neural network
- feature ranking
- multiple classes
- multiple classifiers
- class conditional
- accurate classifiers
- highly skewed
- classification scheme
- random forests
- semantic annotation
- classification rules
- machine learning methods
- classification algorithm
- cross validation
- class labels
- machine learning algorithms
- model selection
- image classification
- feature space