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Machine Learning for Big Data Analysis
book

Machine Learning for Big Data Analysis

by Siddhartha Bhattacharyya, Hrishikesh Bhaumik, Anirban Mukherjee, Sourav De
December 2018
Intermediate to advanced content levelIntermediate to advanced
193 pages
6h 37m
English
De Gruyter
Content preview from Machine Learning for Big Data Analysis

S. V. Gorbachev

5Model of intellectual analysis of multidimensional semi-structured data based on deep neuro-fuzzy networks

S. V. Gorbachev, National research Tomsk State University, Tomsk, Russia, email:spp03@sibmail.com

Abstract: A new structure of deep neuro-fuzzy networks is proposed and studied, combining through a layer of fuzzy clustering a Kohonen fuzzy cellular neural network self-organizing map (FCNN-SOM) and a radial basis function network (RBFN). The proposed model has a high degree of self-organization of neurons, improving the separation properties of the network in the case of overlapping clusters; automatic adjustment of the parameters of radially symmetric functions; a single hidden layer sufficient for modelling pronounced non-linear ...

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Publisher Resources

ISBN: 9783110550771