On the Computational Complexity and Formal Hierarchy of Second Order Recurrent Neural Networks.
Ankur Arjun MaliAlexander OrorbiaDaniel KiferC. Lee GilesPublished in: CoRR (2023)
Keyphrases
- recurrent neural networks
- computational complexity
- neural network
- artificial neural networks
- recurrent networks
- np complete
- feed forward
- echo state networks
- complex valued
- feedforward neural networks
- neural model
- higher order
- special case
- cascade correlation
- reservoir computing
- hierarchical structure
- long short term memory
- high computational complexity
- hebbian learning
- memory requirements
- hidden layer
- higher level
- computational cost
- formal model
- high order
- computationally efficient
- nonlinear dynamic systems
- knowledge base
- probabilistic model
- np hard
- learning algorithm