Knowledge-Based Intelligent Information and Engineering Systems
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"Knowledge-Based Intelligent Informa..." refers background or methods in this paper
...Selection of one particular ARTMAP algorithm is intended to facilitate ongoing technology transfer....
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...The talk will describe a recent application that relies on distributed code representations to exploit the ARTMAP capacity for one-to-many learning, which has enabled the development of self-organizing expert systems for multi-level object grouping, information fusion, and discovery of hierarchical knowledge structures....
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...The character of their code representations, distributed vs. winner-take-all, is, in fact, a primary factor differentiating various ARTMAP networks....
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...A, ART 3, fuzzy ART, distributed ART) and supervised (ARTMAP, fuzzy ARTMAP, ARTEMAP, ARTMAP-IC, ARTMAP-FTR, distributed ARTMAP, default ARTMAP) systems....
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...Design principles derived from scientific analyses and design constraints imposed by targeted applications have jointly guided the development of many variants of the basic networks, including fuzzy ARTMAP [9], ART-EMAP [10], ARTMAP-IC [11],...
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1,513 citations
"Knowledge-Based Intelligent Informa..." refers background or methods in this paper
...Our previous research highlighted the benefits gained (i) by combining different kinds of inferences and/or (ii) by including incomplete deductions and/or (iii) by reducing the expressiveness of the knowledge subject to analysis [5, 11]....
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...In particular, the knowledge acquisition, knowledge modelling, and knowledge validation/verification phases ([7], [12], [11], [16], [3]) were too demanding in the context of our resources constraints especially in the context of a multidisciplinary domain such as that of SME for which little formalized knowledge exists....
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...As the EEG features may be irrelevant to the binary classification problems, for learning the hidden neurons we use a bottom up search strategy which selects features providing the best classification accuracy [11]....
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...A, ART 3, fuzzy ART, distributed ART) and supervised (ARTMAP, fuzzy ARTMAP, ARTEMAP, ARTMAP-IC, ARTMAP-FTR, distributed ARTMAP, default ARTMAP) systems....
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...Addison-Wesley, Boston (1983) [11] Kneale, W....
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