Why Data Scientists Prefer Glassbox Machine Learning: Algorithms, Differential Privacy, Editing and Bias Mitigation.
Rich CaruanaHarsha NoriPublished in: KDD (2022)
Keyphrases
- machine learning algorithms
- data analysis
- database
- differentially private
- learning algorithm
- data collection
- benchmark data sets
- data points
- data sets
- private data
- machine learning methods
- learning models
- decision trees
- machine learning
- knowledge discovery
- original data
- data quality
- data model
- data privacy
- privacy preservation
- standard machine learning algorithms