Optimization and Learning With Information Streams: Time-varying algorithms and applications.
Emiliano Dall'AneseAndrea SimonettoStephen BeckerLiam MaddenPublished in: IEEE Signal Process. Mag. (2020)
Keyphrases
- learning algorithm
- optimization problems
- prior knowledge
- learning systems
- information sources
- noise tolerant
- information processing
- theoretical analysis
- learning process
- data structure
- reinforcement learning
- computational cost
- data streams
- online learning
- training data
- learning tasks
- learning problems
- global optimization
- information retrieval
- discrete optimization
- kernel machines
- inductive inference
- learning models
- optimization methods
- background knowledge
- machine learning algorithms
- optimal solution
- computationally efficient
- supervised learning
- active learning