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Titlebook: Hybrid Neural Systems; Stefan Wermter,Ron Sun Conference proceedings 2000 Springer-Verlag Berlin Heidelberg 2000 Fuzzy.Neural systems.algo

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A Novel Modular Neural Architecture for Rule-Based and Similarity-Based Reasoningspired by the columnar organisation of the human neocortex, BRAINN’s architecture consists of a large hexagonal network of Hopfield nets, which encodes and processes knowledge from both rules and relations. BRAINN supports both rule-based reasoning and similarity-based reasoning. Empirical results demonstrate promise.
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Understanding State Space Organization in Recurrent Neural Networks with Iterative Function Systems rgue and experimentally illustrate that the commonly used heuristic of finite state machine extraction by network state space quantization corresponds in this case to variable memory length Markov model construction.
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