Losing, Viktor; Hammer, Barbara; Wersing, Heiko: Incremental on-line learning: A review and comparison of state of the art algorithms. In: Neurocomputing. Jg.275. 2018, S. 1261-1274
Inhalt
- Related Work
- Algorithms
- Evaluation Framework
- Experiments
- Datasets & implementations
- Hyperparameter optimization
- Measure of model complexity
- Evaluation Settings
- Results
- Off-line setting - HPO with all training samples
- Off-line setting - HPO with a small set of training samples
- On-line setting - Same hyperparameters as in setting 2 (section 5.5.2)
- Restriction of the overall classifier complexity
- Training- and run-time
- Concept Drift
- Conclusion
- Results grouped by dataset