An Introduction to Bilevel Optimization: Foundations and applications in signal processing and machine learning.
Yihua ZhangPrashant KhanduriIoannis C. TsaknakisYuguang YaoMingyi HongSijia LiuPublished in: IEEE Signal Process. Mag. (2024)
Keyphrases
- signal processing
- machine learning
- pattern recognition
- artificial intelligence
- image processing
- speech processing
- linear programming
- computer vision
- feature selection
- decision trees
- optimization process
- text mining
- learning systems
- support vector machine
- optimization algorithm
- optimization approaches
- text classification
- fourier transform
- global optimization
- optimization problems
- convex programming
- data mining
- information extraction
- learning algorithm
- data analysis
- inductive learning
- learning tasks
- optimization method
- machine learning methods
- statistical methods
- active learning
- data sets
- computer science
- machine learning approaches
- quadratic programming
- signal analysis
- reinforcement learning
- np hard
- supervised learning