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