ASSET: Approximate Stochastic Subgradient Estimation Training for Support Vector Machines.
Sangkyun LeeStephen J. WrightPublished in: ICPRAM (1) (2012)
Keyphrases
- learning machines
- support vector
- stochastic optimization
- training examples
- large margin classifiers
- training algorithm
- classification accuracy
- training phase
- cross validation
- estimation accuracy
- test set
- monte carlo
- training process
- convex optimization
- maximum margin
- neural network
- kernel function
- online learning
- support vector machine
- dynamic programming
- learning algorithm
- generalization ability
- estimation algorithm
- markov random field
- accurate estimation
- lagrangian relaxation