Conference Proceedings

1.

S. Malaroiu, K. Kiviluoto, and E. Oja, ``Time series prediction with Independent Component Analysis,'' in Proceedings of the Advanced Investment Technologies'99 Conference (In press.), Gold Coast, Australia, December 20-21, 1999, 2000.

2.

P. Bergius, K. Kiviluoto, and J. Maaranen, ``Cleaning data with Self-Organizing Map to improve bankruptcy risk assesment,'' in Proceedings of the Advanced Investment Technologies'99 Conference (In press.), Gold Coast, Australia, December 20-21, 1999, 2000.

3.

E. Oja and K. Kiviluoto, ``Data analysis, visualization, and hidden factor discovery by unsupervised learning,'' in Proceedings of the International Joint Conference on Neural Networks (IJCNN'99), Washington, D.C., USA, July 10-16, 1999, (Piscataway, New Jersey, USA), IEEE Neural Networks Council, jul 1999.
CD-ROM.

4.

K. Kiviluoto, ``Comparing 2D and 3D self-organizing maps in financial data visualization,'' in Methodologies for the Conception, Design and Application of Soft Computing - Proceedings of the 5th International Conference on Soft Computing and Information/Intelligent Systems (IIZUKA'98). Iizuka, Fukuoka, Japan. (T. Yamakawa and G. Matsumoto, eds.), vol. 1, (Singapore), pp. 68-71, World Scientific, Oct. 1998.

5.

K. Kiviluoto and E. Oja, ``Independent component analysis for parallel financial time series,'' in ICONIP'98 Proceedings. Kitakyushu, Japan. (S. Usui and T. Omori, eds.), vol. 2, (Tokyo, Japan.), pp. 895-898, APNNA, JNNS., Ohmsha, Oct. 1998.

6.

K. Kiviluoto and P. Bergius, ``Two-level self-organizing maps for analysis of financial statements,'' in Proceedings of the 1998 IEEE International Joint Conference on Neural Networks (IJCNN'98), vol. 1, (Piscataway, New Jersey, USA), pp. 189-192, IEEE Neural Networks Council, May 1998.

7.

K. Kiviluoto and E. Oja, ``Softmax-network and S-Map - models for density-generating topographic mappings,'' in Proceedings of the 1998 IEEE International Joint Conference on Neural Networks (IJCNN'98), vol. 3, (Piscataway, New Jersey, USA), pp. 2268-2272, IEEE Neural Networks Council, May 1998.

8.

K. Kiviluoto and P. Bergius, ``Exploring corporate bankruptcy with two-level self-organizing maps,'' in Proceedings of the Fifth International Conference on Computational Finance, (Boston, Massachusetts, USA), pp. 373-380, London Business School, Kluwer Academic Publishers, Dec. 1998.

9.

K. Kiviluoto and E. Oja, ``S-map: A network with a simple self-organization algorithm for generative topographic mappings,'' in Advances in Neural Information Processing Systems (M. I. Jordan, M. J. Kearns, and S. A. Solla, eds.), vol. 10, (Cambridge, Massachusetts, USA), pp. 549-555, MIT Press, 1998.

10.

K. Kiviluoto and P. Bergius, ``Analyzing financial statements with the self-organizing map,'' in Proceedings of the workshop on self-organizing maps (WSOM'97), (Espoo, Finland), pp. 362-367, Neural Networks Research Centre, Helsinki University of Technology, June 1997.

11.

K. Kiviluoto, ``Topology preservation in self-organizing maps,'' in Proceedings of the International Conference on Neural Networks (ICNN'96), vol. 1, (Piscataway, New Jersey, USA), pp. 294-299, IEEE Neural Networks Council, June 1996.