Autonomous Generation of Service Strategy for Household Tasks: A Progressive Learning Method With A Priori Knowledge and Reinforcement Learning.
Mengyang ZhangGuohui TianHuanbing GaoYing ZhangPublished in: IEEE Trans. Circuits Syst. Video Technol. (2022)
Keyphrases
- reinforcement learning
- prior knowledge
- knowledge acquisition
- learning systems
- learning process
- significant improvement
- background knowledge
- generation method
- support vector machine
- service composition
- knowledge transfer
- markov decision processes
- detection method
- unsupervised learning
- supervised learning
- dynamic programming
- pairwise
- complex domains
- learning capabilities
- learning mechanism
- reinforcement learning methods
- previously learned
- multi task learning
- knowledge base
- autonomous learning
- function approximation
- learning tasks
- optimal policy
- service providers
- probabilistic model
- active learning
- multi agent
- similarity measure
- web services