SOMnia for DOS/Windows


Description

SOMnia constructs Self-Organizing Maps. It employs Teuvo Kohonen's competitive learning algorithm to approximate high-dimensional data with a two-dimensional grid ('map').

Literature

For an introduction see Hertz, J., Krogh, A., Palmer, R. G. (1991), Introduction to the theory of neural computation, Reading, MA: Addison-Wesley, pp. 217-228, 232-246.

Sample applications are reported in Mazanec, J. A. (1995), 'Competition among European Tourist Cities: A Comparative Analysis with Multidimensional Scaling and Self-Organizing Maps', Tourism Economics, Vol. 1, Nr. 3, pp. 283-302 and in Mazanec, J. A. (1995), 'Positioning Analysis with Self-Organizing Maps, An Exploratory Study on Luxury Hotels', The Cornell Hotel & Restaurant Administration Quarterly, Vol. 36, Nr. 6, pp. 80-95. The data used in these analyses are available in the test data files CITY468.DAT (26 cities * 18 years = 468 cases) and HOTEL152.DAT (4 hotels * 38 respondents = 152 cases).

Download

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File

Version

OS

Location

Size

SOMnia for DOS

1.22

DOS

HTTP

50 KB

SOMnia for Windows

1.51

Win 3.1 with Win32s or higher

HTTP

145 KB

Testdata

   

HTTP

55 KB

city468.dat
26 cities * 18 years

   

HTTP

61 KB

hotel152.dat
4 hotels * 38 respondents

   

HTTP

11 KB

Win32s Extension

 

Win 3.1

HTTP
HTTP

1.1 MB (Disk 1)
1.3 MB (Disk 2)