Deep Neural Networks are Adaptive to Function Regularity and Data Distribution in Approximation and Estimation.
Hao LiuJiahui ChengWenjing LiaoPublished in: CoRR (2024)
Keyphrases
- data distribution
- neural network
- data streams
- high dimensional data
- data points
- concept drift
- index structure
- pattern recognition
- approximation error
- communication cost
- artificial neural networks
- training instances
- nearest neighbor
- back propagation
- decision boundary
- piecewise constant
- data skew
- query processing
- streaming data
- data structure
- similarity measure
- real world
- databases
- continuous functions
- database