Small Data, Big Challenges: Pitfalls and Strategies for Machine Learning in Fatigue Detection.
André JeworutzkiJan SchwarzerKai von LuckPeer StelldingerSusanne DraheimQi WangPublished in: PETRA (2023)
Keyphrases
- machine learning
- original data
- data analysis
- data sets
- data processing
- learning algorithm
- image data
- data collection
- supervised learning
- complex data
- lessons learned
- statistical methods
- missing data
- synthetic data
- database
- small number
- knowledge discovery
- input data
- data points
- data distribution
- probability distribution
- active learning
- detection rate
- raw data
- reinforcement learning
- data mining
- small fraction