Fairness Evaluation in Text Classification: Machine Learning Practitioner Perspectives of Individual and Group Fairness.
Zahra AshktorabBenjamin HooverMayank AgarwalCasey DuganWerner GeyerHao Bang YangMikhail YurochkinPublished in: CHI (2023)
Keyphrases
- text classification
- machine learning
- feature selection
- bag of words
- text categorization
- envy freeness
- text data
- text mining
- labeled data
- group members
- naive bayes
- n gram
- group level
- game theory
- machine learning methods
- feature engineering
- team members
- resource allocation
- multi label
- knn
- individual learning
- evaluation model
- text documents
- natural language processing
- natural language
- information retrieval
- learning systems
- machine learning algorithms
- learning algorithm
- knowledge acquisition
- computer vision
- information extraction
- data mining