Minding the Gaps for Block Frank-Wolfe Optimization of Structured SVMs.
Anton OsokinJean-Baptiste AlayracIsabella LukasewitzPuneet Kumar DokaniaSimon Lacoste-JulienPublished in: CoRR (2016)
Keyphrases
- structured learning
- support vector
- quadratic programming
- line search
- real world
- generalization ability
- global optimization
- optimization problems
- kernel machines
- kernel function
- optimization method
- knn
- multi class
- max margin
- support vector machine svm
- optimization algorithm
- optimization methods
- feature selection
- structured output
- block size
- sparse kernel
- image blocks
- maximum margin
- multi class classification
- constrained optimization
- multiresolution
- feature vectors
- objective function
- decision trees
- genetic algorithm
- machine learning