Asymptotic learning curves of kernel methods: empirical data v.s. Teacher-Student paradigm.
Stefano SpiglerMario GeigerMatthieu WyartPublished in: CoRR (2019)
Keyphrases
- kernel methods
- empirical data
- learning curves
- teacher student
- learning curve
- average case
- kernel function
- learning problems
- feature space
- support vector
- machine learning
- support vector machine
- random graphs
- worst case
- gaussian processes
- vc dimension
- learning tasks
- power law
- learning algorithm
- sample complexity
- online learning
- case study
- data sets
- image processing
- knn