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Learning complex combinations of operations in a hybrid architecture

Coward, L Andrew; Gedeon, Tamas (Tom); Ratnayake, Uditha

Description

The reasons why machine learning appears limited to relatively simple control problems are analyzed. A primary issue is that any condition detected by a learning system acquires multiple behavioural meanings. As learning continues, the need to preserve these meanings severely constrains the architectural form of the system. A hybrid architecture called the recommendation architecture in which the preservation of such meanings is explicitly managed is compared with a wide range of alternative...[Show more]

CollectionsANU Research Publications
Date published: 2004
Type: Conference paper
URI: http://hdl.handle.net/1885/82835
Source: Proceedings of the 2004 IEEE International Conference on Fuzzy Systems
DOI: 10.1109/FUZZY.2004.1375531

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