Conscientious Classification: A Data Scientist's Guide to Discrimination-Aware Classification.
Brian d'AlessandroCathy O'NeilTom LaGattaPublished in: Big Data (2017)
Keyphrases
- machine learning
- data sets
- support vector
- pattern recognition
- classification accuracy
- training samples
- data analysis
- feature vectors
- reject option
- classification algorithm
- decision trees
- text classification
- supervised learning
- application domains
- class labels
- support vector machine svm
- data mining techniques
- artificial intelligence
- image classification
- semi supervised
- support vector machine
- active learning
- feature space
- svm classifier
- training data
- data quality
- multi class classification
- k nearest neighbour
- data mining approaches
- real world