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Such circuits are of general applicability although the intended application for which the circuits were designed is the winner-take-all function of a digital implementation of a neural network based on the self organising map.
For instance, the Self Organising Map (SOM) has been used to investigate yeast [ 8] and human cancers [ 9] and [ 10], the latter in combination with the k-means algorithm.
Organisation of probesets into clusters with similar expression profiles was applied to this set using the Self Organising Map algorithm [ 49] with 100,000 iterations and radius = 6.0 to give 12 clusters arranged as a 3 × 4 map.
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The paper describes the motivation of SOMs (Self Organising Maps) and how they are generally more accessible due to the wider available modern, more powerful, cost-effective computers.
Employing two commonly used algorithms, K-means and self organising maps (SOMs), we searched for the genes that clustered with Wap.
Three clustering algorithms were used: k-means, Kohonen self organising maps [ 12] and an incremental optimization based clustering algorithm [ 13].
For hierarchical clustering of array experiment correlation coefficients the CLUSTER program was used to organise experiments into self organising maps, subsequently complete linkage hierarchical cluster using an uncentered correlation metric was applied.
Clustering was first carried out at the level of an individual experiment using mainly hierarchical clustering [ 33], k-means clustering [ 34] and Self Organising Maps (SOMs, [ 35]) with other methods following.
In order to understand better the general trends in metabolite behavior over the developmental series we produced two-dimensional self organising maps (2D-SOMs) that grouped like-varying metabolites (Fig. 2A).
As hierarchical structure alone contains qualitative and uncertain inherence, a self-organised algorithm known as Kohonen self-organising map (SOM) neural network is employed to consolidate the relationship between affective requirements from customers and formal elements from designers so as to formulate a customer-oriented product concept.
MIR-max is a non-neural self-organising map based on information theory, which, unlike Kohonen's Self-organised map (SOM), separates the processes of clustering and ordering.
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