Conscientious Classification: A Data Scientist's Guide to Discrimination-Aware Classification.
Brian d'AlessandroCathy O'NeilTom LaGattaPublished in: CoRR (2019)
Keyphrases
- classification accuracy
- pattern recognition
- machine learning
- data analysis
- data sets
- support vector machine
- classification algorithm
- feature extraction
- training set
- data reduction
- knowledge discovery
- data quality
- image classification
- distributed data
- feature space
- cost sensitive
- feature selection
- training examples
- support vector machine svm
- training samples
- text classification
- data points
- naive bayes
- supervised learning
- training data
- feature vectors