Hybrid intelligent system
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In software programming, hybrid intelligent system denotes a software system which employs, in parallel, a combination of AI models, methods and techniques from such artificial intelligence subfields as:
- Neuro-fuzzy programming
- Fuzzy expert systems
- Connectionist expert systems
- Evolutionary neural networks
- Genetic-Fuzzy-Neural Systems
- Genetic fuzzy systems (Michigan, Pitsburg, Incremental)
- Rough fuzzy and fuzzy Rough systems, also known as rough fuzzy hybridization
- Temporal difference genetic algorithm reinforcement (TDGAR) learning
- Genetic algorithm fuzzy reinforcement learning (GAFRL)
with symbolic reasoning methods, using
- Symbolic and knowledge/rule-based programming.
From the cognitive science perspective, every natural intelligent system is hybrid because it performs mental operations on both the symbolic and subsymbolic levels. For the past few years there has been an increasing discussion of the importance of systems integration in artificial intelligence. Based on notions that there have already been created simple and specific AI systems (such as systems for computer vision, speech synthesis, etc., or software that employs some of the models mentioned above) and now is the time for integration to create broad AI systems. Proponents of this approach are researchers such as Marvin Minsky, Aaron Sloman, Deb Roy, Kristinn R. Thórisson and Michael Arbib.
The Constructionist design methodology (CDM) is a software development philosophy designed specifically for creating large A.I. systems. CDM is based on iterative design steps that lead to the creation of a network of named interacting modules, communicating via explicitly typed streams and discrete messages. The Mindmakers organization is an online consortium, or portal, for people that are working on integration and increased collaboration in the field of A.I.
[edit] References
- International Journal of Hybrid Intelligent Systems http://ijhis.hybridsystem.com/
- http://www.iospress.nl/html/14485869.php
- International Conference on Hybrid Intelligent Systems http://his.hybridsystem.com/
- HIS'01: http://www.softcomputing.net/his01/
- HIS'02: http://tamarugo.cec.uchile.cl/~his02/
- HIS'03: http://www.softcomputing.net/his03/
- HIS'04: http://www.cs.nmt.edu/~his04
- HIS'05: http://www.ica.ele.puc-rio.br/his05
- Lectures on Robotics and Intelligent Systems
[edit] External links
- Mindmakers, an online consortium for system integration and research collaboration.
