Branch-and-Pruning Optimization Towards Global Optimality in Deep Learning.
Yuanwei WuZiming ZhangGuanghui WangPublished in: CoRR (2021)
Keyphrases
- deep learning
- global optimality
- global optimization
- globally optimal
- discrete optimization
- unsupervised learning
- semidefinite
- optimal solution
- theoretical guarantees
- global minimum
- machine learning
- search space
- objective function
- mental models
- pattern recognition
- gradient field
- convex functions
- weakly supervised
- global solution
- optimality conditions
- computer vision
- image segmentation
- conditional random fields
- graph cuts
- active learning
- convex programming