A connectionist system approach for learning logic programs
In this paper, we show that temporal logic can be learnt effectively by a connectionist system. In contrast with other connectionist approaches in this context, we focus more on learning rather than knowledge representation. In order to learn from temporal logic values, the paper proposes a general...
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| Format: | Article |
| Language: | English |
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Institute of Electrical and Electronics Engineers
2008
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| Online Access: | http://eprints.utm.my/9921/1/SitiMaryamShamsuddin2008_AConnectionistSystemApproachforLearning.pdf |
| _version_ | 1796854606335049728 |
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| author | Shamsuddin, Siti Mariam Mashinchi, M. H. |
| author_facet | Shamsuddin, Siti Mariam Mashinchi, M. H. |
| author_sort | Shamsuddin, Siti Mariam |
| collection | ePrints |
| description | In this paper, we show that temporal logic can be learnt effectively by a connectionist system. In contrast with other connectionist approaches in this context, we focus more on learning rather than knowledge representation. In order to learn from temporal logic values, the paper proposes a general three-layer connectionist system regardless of the number of logic rules, a condition which must have been satisfied in previous approaches. A mapping function is proposed to convert logic rules to the proper connectionist system's inputs. Then a simulation study is carried out for muddy children puzzle. The results of the study suggest that an agent embedded with a connectionist system can learn temporal logic efficiently. It is observed that the connectionist system can increase its performance and make fewer mistakes while encountering with more produced cases of given logical rules |
| first_indexed | 2024-03-05T18:16:34Z |
| format | Article |
| id | utm.eprints-9921 |
| institution | Universiti Teknologi Malaysia - ePrints |
| language | English |
| last_indexed | 2024-03-05T18:16:34Z |
| publishDate | 2008 |
| publisher | Institute of Electrical and Electronics Engineers |
| record_format | dspace |
| spelling | utm.eprints-99212017-10-23T11:17:49Z http://eprints.utm.my/9921/ A connectionist system approach for learning logic programs Shamsuddin, Siti Mariam Mashinchi, M. H. QA75 Electronic computers. Computer science QA76 Computer software In this paper, we show that temporal logic can be learnt effectively by a connectionist system. In contrast with other connectionist approaches in this context, we focus more on learning rather than knowledge representation. In order to learn from temporal logic values, the paper proposes a general three-layer connectionist system regardless of the number of logic rules, a condition which must have been satisfied in previous approaches. A mapping function is proposed to convert logic rules to the proper connectionist system's inputs. Then a simulation study is carried out for muddy children puzzle. The results of the study suggest that an agent embedded with a connectionist system can learn temporal logic efficiently. It is observed that the connectionist system can increase its performance and make fewer mistakes while encountering with more produced cases of given logical rules Institute of Electrical and Electronics Engineers 2008 Article PeerReviewed application/pdf en http://eprints.utm.my/9921/1/SitiMaryamShamsuddin2008_AConnectionistSystemApproachforLearning.pdf Shamsuddin, Siti Mariam and Mashinchi, M. H. (2008) A connectionist system approach for learning logic programs. AICCSA 08 - 6th IEEE/ACS International Conference on Computer Systems and Applications . pp. 852-855. http://dx.doi.org/10.1109/AICCSA.2008.4493628 doi:10.1109/AICCSA.2008.4493628 |
| spellingShingle | QA75 Electronic computers. Computer science QA76 Computer software Shamsuddin, Siti Mariam Mashinchi, M. H. A connectionist system approach for learning logic programs |
| title | A connectionist system approach for learning logic programs
|
| title_full | A connectionist system approach for learning logic programs
|
| title_fullStr | A connectionist system approach for learning logic programs
|
| title_full_unstemmed | A connectionist system approach for learning logic programs
|
| title_short | A connectionist system approach for learning logic programs
|
| title_sort | connectionist system approach for learning logic programs |
| topic | QA75 Electronic computers. Computer science QA76 Computer software |
| url | http://eprints.utm.my/9921/1/SitiMaryamShamsuddin2008_AConnectionistSystemApproachforLearning.pdf |
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