Representing Formal Languages: A Comparison Between Finite Automata and Recurrent Neural Networks.
Joshua J. MichalenkoAmeesh ShahAbhinav VermaRichard G. BaraniukSwarat ChaudhuriAnkit B. PatelPublished in: ICLR (Poster) (2019)
Keyphrases
- recurrent neural networks
- finite automata
- formal languages
- grammatical inference
- neural network
- feed forward
- regular expressions
- artificial neural networks
- deterministic automata
- natural language
- echo state networks
- reservoir computing
- recurrent networks
- formal language theory
- hidden markov models
- context free grammars
- database
- formal language
- high level
- nonlinear dynamic systems
- domain knowledge
- back propagation
- relational databases