Weighted Automata Extraction from Recurrent Neural Networks via Regression on State Spaces.
Takamasa OkudonoMasaki WagaTaro SekiyamaIchiro HasuoPublished in: AAAI (2020)
Keyphrases
- recurrent neural networks
- state space
- finite state automaton
- neural network
- feed forward
- regression model
- markov chain
- reservoir computing
- echo state networks
- cellular automata
- artificial neural networks
- feedforward neural networks
- complex valued
- neural model
- long short term memory
- cascade correlation
- recurrent networks
- finite state
- information extraction
- data mining
- gaussian processes
- model selection
- support vector regression
- nonlinear dynamic systems
- regular expressions
- markov decision processes
- fuzzy logic