Implementing Rules with Aritificial Neurons
Conference paper
Huyck, C. and Kreivena, D. 2018. Implementing Rules with Aritificial Neurons. AI-2018 38th SGAI International Conference on Artificial Intelligence. Cambridge 11 - 13 Dec 2018 Springer. pp. 21-33 https://doi.org/10.1007/978-3-030-04191-5_2
Type | Conference paper |
---|---|
Title | Implementing Rules with Aritificial Neurons |
Authors | Huyck, C. and Kreivena, D. |
Abstract | Rule based systems are an important class of computer languages. The brain, and more recently neuromorphic systems, is based on neurons. This paper describes a mechanism that converts a rule based system, specified by a user, to spiking neurons. The system can then be run in simulated neurons, producing the same output. The conversion is done making use of binary cell assemblies, and finite state automata. The binary cell assemblies, eventually implemented in neurons, implement the states. The rules are converted to a dictionary of facts, and simple finite state automata. This is then cached out to neurons. The neurons can be simulated on standard simulators, like NEST, or on neuromorphic hardware. Parallelism is a benefit of neural system, and rule based systems can take advantage of this parallelism. It is hoped that this work will support further exploration of parallel neural and rule based systems, and sup |
Research Group | Artificial Intelligence group |
Conference | AI-2018 38th SGAI International Conference on Artificial Intelligence |
Page range | 21-33 |
ISSN | 0302-9743 |
ISBN | |
Hardcover | 9783030041908 |
Publisher | Springer |
Publication dates | |
Online | 16 Nov 2018 |
13 Dec 2018 | |
Publication process dates | |
Deposited | 11 Sep 2018 |
Accepted | 01 Sep 2018 |
Output status | Published |
Accepted author manuscript | |
Copyright Statement | The final authenticated version is available online at https://doi.org/10.1007/978-3-030-04191-5_2 |
Additional information | Paper published as: |
Digital Object Identifier (DOI) | https://doi.org/10.1007/978-3-030-04191-5_2 |
Language | English |
Book title | Artificial Intelligence XXXV: 38th SGAI International Conference on Artificial Intelligence, AI 2018, Cambridge, UK, December 11–13, 2018, Proceedings |
https://repository.mdx.ac.uk/item/87x3w
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