Nonparametric Budgeted Stochastic Gradient Descent.
Trung LeVu NguyenTu Dinh NguyenDinh Q. PhungPublished in: AISTATS (2016)
Keyphrases
- stochastic gradient descent
- online algorithms
- online learning
- loss function
- least squares
- matrix factorization
- lower bound
- step size
- random forests
- learning algorithm
- worst case
- support vector machine
- multi class
- regularization parameter
- average case
- upper bound
- weight vector
- importance sampling
- asymptotically optimal
- decision boundary
- multiple kernel learning
- machine learning
- decision trees
- optimal solution
- learning models
- random forest
- ensemble methods
- wavelet transform