Learning curves for the multi-class teacher-student perceptron.
Elisabetta CornacchiaFrancesca MignaccoRodrigo VeigaCédric GerbelotBruno LoureiroLenka ZdeborováPublished in: Mach. Learn. Sci. Technol. (2023)
Keyphrases
- multi class
- learning curves
- teacher student
- perceptron algorithm
- learning algorithm
- learning curve
- average case
- online learning
- professional development
- classroom learning
- support vector machine
- science classroom
- sample complexity
- random graphs
- support vector
- power law
- gaussian processes
- feature selection
- sensemaking
- neural network
- pairwise
- multi task
- vc dimension
- multi class classifier
- multiple classes
- case study
- machine learning
- generalization error
- worst case
- feature vectors