References



Toolbox reference

Ballabio D, Consonni V, Todeschini R. (2009) The Kohonen and CP-ANN toolbox: a collection of MATLAB modules for Self Organizing Maps and Counterpropagation Artificial Neural Networks. Chemometrics and Intelligent Laboratory Systems, 98, 115-122

Ballabio D, Vasighi M.(2012) A MATLAB Toolbox for Self Organizing Maps and supervised neural network learning strategies. Chemometrics and Intelligent Laboratory Systems, 118, 24-32

[-> top]


Useful papers and books

Kohonen Maps and CP-ANNs of the Kohonen and CP-ANN toolbox are based on this paper:

Zupan J, Novic M, Ruisánchez I. (1997) Kohonen and counterpropagation artificial neural networks in analytical chemistry. Chemometrics and Intelligent Laboratory Systems 38 1-23.

Supervised Kohonen networks (SKN) and XY-fused networks of the Kohonen and CP-ANN toolbox are based on this paper:

Melssen W., Wehrens R., Buydens L. (2006) Supervised Kohonen networks for classification problems. Chemometrics and Intelligent Laboratory Systems 83 99-113.

A book by Teuvo Kohonen on Self-Organizing Maps:

Kohonen T. (2001) Self-Organizing Maps, Springer

Details on the GA strategy used to optimise the number of neurons and epochs in this toolbox are given in the following paper:

Ballabio D., Vasighi M., Consonni V., Kompany-Zareh M. (2010) Genetic Algorithms for architecture optimisation of Counter-Propagation Artificial Neural Networks. In press on Chemometrics and Intelligent Laboratory Systems

[-> top]