Fairness Evaluation in Text Classification: Machine Learning Practitioner Perspectives of Individual and Group Fairness.
Zahra AshktorabBenjamin HooverMayank AgarwalCasey DuganWerner GeyerHao Bang YangMikhail YurochkinPublished in: CoRR (2023)
Keyphrases
- text classification
- machine learning
- resource allocation
- group members
- feature selection
- bag of words
- envy freeness
- text categorization
- text mining
- feature engineering
- naive bayes
- multi label
- game theory
- group level
- text documents
- machine learning methods
- classification accuracy
- sentiment analysis
- text classifiers
- text data
- team members
- individual learning
- data cleaning
- data mining
- artificial intelligence
- semantic features
- evaluation method
- natural language
- computer science
- n gram
- semi supervised learning
- labeled data