Measuring and Mitigating Unintended Bias in Text Classification.
Lucas DixonJohn LiJeffrey SorensenNithum ThainLucy VassermanPublished in: AIES (2018)
Keyphrases
- text classification
- bag of words
- feature selection
- text categorization
- text mining
- n gram
- machine learning
- sentiment analysis
- text documents
- naive bayes
- labeled data
- document classification
- risk management
- text classifiers
- semantic features
- language modeling
- feature reduction
- data cleaning
- text data
- real world
- artificial intelligence
- website
- term frequency
- probabilistic model
- information extraction
- unlabeled data