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]