Jari Kangas

Selected papers


Kangas 1994
Jari Kangas. On the Analysis of Pattern Sequences by Self-Organizing Maps. PhD thesis, Helsinki University of Technology, Espoo, Finland, 1994. (386 kB)

Simula, Kangas 1995
Olli Simula and Jari Kangas. Neural Networks for Chemical Engineers, chapter Process monitoring and visualisation using Self-Organizing Maps, pages 377-390. Elsevier Science B. V., 1995. (132 kB)

Kangas 1995a
Jari Kangas. Increasing the Error Tolerance in Transmission of Vector Quantized Images by Self-Organizing Map. In F. Fogelman-Soulié, P. Gallinari, editors, Proceedings of 1995 International Conference on Artificial Neural Networks, ICANN'95, pages 287-291, Paris, 1995. (888 kB)

Kangas 1995b
Jari Kangas. Sample Weighting When Training Self-Organizing Maps for Image Compression. In Federico Girosi, John Makhoul, Elias Manolakos, Elizabeth Wilson, editors, Neural Networks for Signal Processing V, Proceedings of the 1995 IEEE Workshop, pages 343-350, Boston, 1995. (82 kB)

Kangas, Kohonen 1996
Jari Kangas and Teuvo Kohonen. Developments and Applications of the Self-Organizing Map and Related Algorithms. Mathematics and Computers in Simulation, 41(5-6), July 1996. (in press.) (901 kB)

Kohonen, Hynninen, Kangas, Laaksonen 1996
Teuvo Kohonen, Jussi Hynninen, Jari Kangas, and Jorma Laaksonen. SOM_PAK: The Self-Organizing Map Program Package. Technical Report A31, Helsinki University of Technology, Laboratory of Computer and Information Science, FIN-02150 Espoo, Finland, 1996. (126 kB)

Kohonen, Hynninen, Kangas, Laaksonen, Torkkola 1996
Teuvo Kohonen, Jussi Hynninen, Jari Kangas, Jorma Laaksonen, and Kari Torkkola. LVQ_PAK: The Learning Vector Quantization Program Package. Technical Report A30, Helsinki University of Technology, Laboratory of Computer and Information Science, FIN-02150 Espoo, Finland, 1996. (121 kB)


My bibliography list contains references to these and other works.
Back to my home page/ Jari Kangas @ hut.fi