"Boxing Clever": Practical Techniques for Gaining Insights into Training Data and Monitoring Distribution Shift.
Rob AshmoreMatthew HillPublished in: SAFECOMP Workshops (2018)
Keyphrases
- training data
- monitoring system
- learning algorithm
- decision trees
- practical application
- training set
- real time
- data sets
- spatial distribution
- training and test data
- probability distribution
- website
- classification accuracy
- prior knowledge
- decision support
- training instances
- data distribution
- early warning
- real world
- domain adaptation
- power law
- learned from training data
- practical problems
- gaussian distribution
- test data
- labeled data
- text classification
- pairwise