Learning to sample: exploiting similarities across environments to learn performance models for configurable systems.
Pooyan JamshidiMiguel VelezChristian KästnerNorbert SiegmundPublished in: ESEC/SIGSOFT FSE (2018)
Keyphrases
- learning systems
- complex systems
- learning process
- prior knowledge
- learning rules
- unsupervised learning
- imitation learning
- accurate models
- learned models
- hidden variables
- learning algorithm
- active learning
- educational systems
- intelligent systems
- knowledge acquisition
- distributed systems
- state space
- learning problems
- computational models
- learning models
- cognitive models
- previously learned
- iterative learning
- learning tasks
- learning paradigms
- multi task
- dynamic environments
- artificial neural networks
- similarity measure
- e learning