A General Framework for Analyzing Stochastic Dynamics in Learning Algorithms.
Chi-Ning ChouJuspreet Singh SandhuMien Brabeeba WangTiancheng YuPublished in: CoRR (2020)
Keyphrases
- learning algorithm
- machine learning
- learning problems
- active learning
- stochastic optimization
- training samples
- dynamical systems
- monte carlo
- machine learning algorithms
- stochastic model
- dynamic model
- learning tasks
- efficient learning
- training data
- stochastic nature
- membership queries
- feature selection
- transfer learning
- learning rate
- generalization ability
- database
- back propagation
- training examples
- real time