Second-Order Optimization for Non-Convex Machine Learning: An Empirical Study.
Peng XuFarbod Roosta-KhorasaniMichael W. MahoneyPublished in: CoRR (2017)
Keyphrases
- machine learning
- optimization algorithm
- convex programming
- global optimization
- optimization problems
- efficient optimization
- optimization method
- convex relaxation
- machine learning methods
- global optimality
- semidefinite
- constrained optimization
- optimization process
- convex optimization
- data mining
- learning algorithm
- minimize a cost function
- higher order
- risk minimization
- information extraction
- decision trees
- knowledge representation
- explanation based learning
- convex optimization problems
- computer science
- active learning
- machine learning algorithms
- piecewise linear
- knowledge discovery
- text mining
- learning tasks
- computational intelligence
- semi supervised learning