Theoretical Issues in Deep Networks: Approximation, Optimization and Generalization.
Tomaso A. PoggioAndrzej BanburskiQianli LiaoPublished in: CoRR (2019)
Keyphrases
- theoretical issues
- efficient computation
- optimization algorithm
- practical problems
- optimization process
- optimization problems
- social networks
- closed form
- global optimization
- objective function
- discrete optimization
- approximation schemes
- constrained optimization
- polygonal approximation
- network size
- monte carlo sampling
- community structure
- queueing networks
- real time
- optimization method
- sensor networks
- genetic algorithm
- neural network
- data sets