Reference paper:
Lattice algebra approach to single-neuron
computation
Ritter, G.X.; Urcid, G.;
Neural Networks, IEEE Transactions on
Volume 14,
Issue 2,
March 2003
Page(s): 282 - 295
Click here to download the file SLMP.zip with the following codes
SLMP.m – Single Layer Morphological Perceptrons. Implementation following Ritter-Urcid.
LearnSLMP.m – Learning procedure for dendrite computation in a single layer morphological perceptrons applyed for classification problems. Implementation following Ritter-Urcid.
LearnSLMPA.m – Alternative learning procedure for dendrite computation in a single layer morphological perceptrons applyed for classification problems. See SLMP_report.pdf (in portuguese).
verclasse.m – Display the region of activation of a single layer morphological perceptrons.
example.m – Computational example with uniformly distributed patterns.
gaussian.m – Computational example with gaussian distribuction patterns. See Haykin's book.
spirals.m – Computational example with two spirals. Requires dados_two_spirals_XY_944.mat.
donuts.m – Computational example with two donuts. Requires dados_donuts_XY_1000.mat.