Weighted Automata Extraction from Recurrent Neural Networks via Regression on State Spaces.
Takamasa OkudonoMasaki WagaTaro SekiyamaIchiro HasuoPublished in: CoRR (2019)
Keyphrases
- recurrent neural networks
- state space
- neural network
- finite state automaton
- complex valued
- neural model
- reservoir computing
- markov chain
- feed forward
- recurrent networks
- echo state networks
- feedforward neural networks
- information extraction
- artificial neural networks
- cascade correlation
- finite state
- hebbian learning
- linear regression
- support vector
- long short term memory
- regression problems
- cellular automata
- regression model
- artificial intelligence
- machine learning
- nonlinear dynamic systems
- chaotic time series
- neural models
- finite state machines
- gaussian processes
- regular expressions