Highly Influential

@article{Raekelboom1998TheSA, title={The Softmap Algorithm}, author={Steven Raekelboom and Marc M. Van Hulle}, journal={Neural Processing Letters}, year={1998}, volume={8}, pages={181-192} }

- Published 1998 in Neural Processing Letters
DOI:10.1023/A:1009652814885

A new unsupervised competitive learning rule is introduced, called the Self-organizing free-topology map (Softmap) algorithm, for nonparametric density estimation. The receptive fields of the formal neurons are overlapping, radially-symmetric kernels, the radii of which are adapted to the local input density together with the weight vectors which define the kernel centers. A fuzzy code membership function is introduced in order to encompass, in a novel way, the presence of overlapping receptive… CONTINUE READING