A survey of bias in Machine Learning through the prism of Statistical Parity for the Adult Data Set.
Philippe C. BesseEustasio del BarrioPaula GordalizaJean-Michel LoubesLaurent RisserPublished in: CoRR (2020)
Keyphrases
- machine learning
- data sets
- statistical methods
- statistical inference
- learning algorithm
- pattern recognition
- knowledge acquisition
- active learning
- explanation based learning
- data driven
- statistical analysis
- statistical models
- information extraction
- inductive bias
- statistical information
- machine learning algorithms
- machine learning methods
- text classification
- benchmark data sets
- error correction
- neural network
- trade off
- computer science
- feature selection
- computer vision
- statistical approaches
- generation algorithm
- real world
- data mining
- information retrieval
- computational biology
- confidence intervals
- input data
- original data
- knowledge representation
- transfer learning
- knowledge discovery
- text mining