Arbitrariness and Social Prediction: The Confounding Role of Variance in Fair Classification.
A. Feder CooperKatherine LeeMadiha Zahrah ChoksiSolon BarocasChristopher De SaJames GrimmelmannJon M. KleinbergSiddhartha SenBaobao ZhangPublished in: AAAI (2024)
Keyphrases
- prediction error
- prediction accuracy
- decision trees
- pattern recognition
- social networks
- support vector machine svm
- support vector
- prediction model
- classification method
- classification algorithm
- support vector machine
- feature space
- classification process
- text classification
- training samples
- classification scheme
- automatic classification
- classification accuracy
- feature vectors
- pattern classification
- neural networks and support vector machines
- machine learning
- classification models
- nearest neighbour algorithm
- machine learning algorithms
- supervised learning
- multi class
- social interaction
- online communities
- cross validation
- feature selection
- multi layer perceptron
- image classification
- social context
- social roles