Non-Asymptotic Analysis of Excess Risk via Empirical Risk Landscape.
Mingyang YiRuoyu WangZhi-Ming MaPublished in: CoRR (2020)
Keyphrases
- empirical risk
- asymptotic analysis
- loss function
- risk minimization
- decision function
- fluid model
- fixed number
- ridge regression
- prediction error
- uniform convergence
- majority vote
- convex optimization problems
- support vector
- finite dimensional
- stochastic model
- pairwise
- svm classifier
- sufficient conditions
- optimization problems
- support vector machine
- dynamic programming
- machine learning