A study of recurrent neural networks for grammatical inference
The objective of this thesis is twofold. Firstly, we want to study the potential of recurrent neural networks as inference engines for discovering rules generated by unknown grammars under the formal language hierarchy. Secondly, we wish to explore the (in)capabilities of recurrent networks for lear...
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| Other Authors: | |
| Format: | Thesis |
| Language: | English |
| Published: |
2009
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| Online Access: | http://hdl.handle.net/10356/19577 |
| _version_ | 1826117596337930240 |
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| author | Tan, Poy Boon. |
| author2 | Chen, Li Hui |
| author_facet | Chen, Li Hui Tan, Poy Boon. |
| author_sort | Tan, Poy Boon. |
| collection | NTU |
| description | The objective of this thesis is twofold. Firstly, we want to study the potential of recurrent neural networks as inference engines for discovering rules generated by unknown grammars under the formal language hierarchy. Secondly, we wish to explore the (in)capabilities of recurrent networks for learning grammars, proposing enhanced models to rectify any identified limitations. |
| first_indexed | 2024-10-01T04:29:54Z |
| format | Thesis |
| id | ntu-10356/19577 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T04:29:54Z |
| publishDate | 2009 |
| record_format | dspace |
| spelling | ntu-10356/195772023-07-04T15:26:41Z A study of recurrent neural networks for grammatical inference Tan, Poy Boon. Chen, Li Hui School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems The objective of this thesis is twofold. Firstly, we want to study the potential of recurrent neural networks as inference engines for discovering rules generated by unknown grammars under the formal language hierarchy. Secondly, we wish to explore the (in)capabilities of recurrent networks for learning grammars, proposing enhanced models to rectify any identified limitations. Master of Engineering 2009-12-14T06:16:09Z 2009-12-14T06:16:09Z 1997 1997 Thesis http://hdl.handle.net/10356/19577 en NANYANG TECHNOLOGICAL UNIVERSITY 172 p. application/pdf |
| spellingShingle | DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems Tan, Poy Boon. A study of recurrent neural networks for grammatical inference |
| title | A study of recurrent neural networks for grammatical inference |
| title_full | A study of recurrent neural networks for grammatical inference |
| title_fullStr | A study of recurrent neural networks for grammatical inference |
| title_full_unstemmed | A study of recurrent neural networks for grammatical inference |
| title_short | A study of recurrent neural networks for grammatical inference |
| title_sort | study of recurrent neural networks for grammatical inference |
| topic | DRNTU::Engineering::Electrical and electronic engineering::Computer hardware, software and systems |
| url | http://hdl.handle.net/10356/19577 |
| work_keys_str_mv | AT tanpoyboon astudyofrecurrentneuralnetworksforgrammaticalinference AT tanpoyboon studyofrecurrentneuralnetworksforgrammaticalinference |