Leveraging Automated Machine Learning for Text Classification: Evaluation of AutoML Tools and Comparison with Human Performance.
Matthias BlohmMarc HanussekMaximilien KintzPublished in: ICAART (2) (2021)
Keyphrases
- text classification
- machine learning
- feature selection
- text categorization
- text mining
- feature engineering
- text data
- software tools
- bag of words
- labeled data
- decision trees
- naive bayes
- learning systems
- sentiment analysis
- knn
- unlabeled data
- n gram
- statistical methods
- human operators
- semantic features
- pattern recognition
- text documents
- active learning
- support vector machine
- machine learning methods
- information extraction
- multi label
- evaluation method
- reinforcement learning
- quantitative evaluation
- human interaction
- knowledge discovery
- text classifiers
- knowledge acquisition
- human judgments
- automated tools