In the area of adaptation, there exists a long tradition of making use of self-organization principles. The self-organizing feature map, introduced by Kohohen, has been a key step forward in the domain of unsupervised learning of artificial neural networks. ...
(1989). Self-organizing feature maps. Self-organization and asso- ciative memory. Springer Series in Information Sciences, vol 8. Berlin, Germany: Springer. https://doi.org/10.1007/978-3-642-88163-3Kohonen, T., 1990, Self organizing feature map. Proceedings of the IEEE, 78, 1464±1480....
The organization in clusters or neurons enables the interpreter to notice patterns and similarities and enables them to analyze seismic facies and better understand the reservoir and other architecture configurations. Consider a previously Z-scored input attribute vector k, chosen from the set of input...
In our SOM, the similarities between input data are mapped into the output neurons’ topographical or spatial organization relation, which gives the SOMs adjustable clustering ability. We used the memristor-based SOM for color clustering, and clustered 256 colors into an 8 × 8 SOM with a ...
self-organising feature mapsunsupervised learning/ quantum self-organization mapping networks modelquantum neuronsquantum bitsinput layer... Yang,J Hai - 《Applied Mechanics & Materials》 被引量: 2发表: 2013年 A Model of a Self-Organising Data Management System. semi-supervised learningThe environmenta...
Compared to conventional clustering algorithms, self-organization maps (SOMs) identify the nonlinear aspects of the gene-to-medium relationships by mapping the input space into another higher dimensional feature space. However, SOMs are not suitable for huge datasets consisting of millions of samples. ...
Measuring the Applicability of Self-organization Maps in a Case-Based Reasoning System Case-Based Reasoning (CBR) systems solve new problems using others which have been previously resolved. The knowledge is composed of a set of cases stored... A Fornells,E Golobardes,JM Martorell,... - Sprin...
Conformal self-organization for continuity on a feature map The self-organization model with a conformal-mapping adaptation is studied in this work. This model is designed to provide conformal transformation to meet... CY Liou,WP Tai - 《Neural Networks》 被引量: 37发表: 1999年 The Challenges...
This organization, a kind of similarity diagram of the models, makes it possible to obtain an insight into the topographic relationships of data, especially of high-dimensional data items. If the data items belong to certain predetermined classes, the models (and the nodes) can be calibrated ...
self-organizing feature-mapping networks - Hong, Chou () Citation Context ...which allows smart elements in the grid to react in advance to the demand... YY Hong,JH Chou - 《Energies》 被引量: 21发表: 2012年 Channel Access Controlling in Wireless Sensor Network using Smart Grid System In...