December 2018
Intermediate to advanced
193 pages
6h 37m
English
S. V. Gorbachev
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 ...