Note: The research cited here is property of the respective authors or/and the funding academic institutions.
Kiviluoto, K. & Oja, E. Softmax-Network and S-Map – Models for Density-Generating Topographic Mappings. International Joint Conference on Neural Networks (IJCNN’98), Anchorage, Alaska, May 4-9, 1998. pp. 2268-2272.
Kiviluoto, K. & Oja, E. Independent Component Analysis for Parallel Financial Time Series. International Conference on Neural Information Processing (ICONIP’98), Kitakyushu, Japan, October 21-23, 1998. pp. 895-898.
Kiviluoto, K. Comparing 2D and 3D Self-Organizing Maps in Financial Data Visualization. International Conference on Soft Computing and Information / Intelligent Systems (IIZUKA’98), Iizuka, Japan, October 16-20, 1998. pp. 68-71.
Kiviluoto, K. Predicting Bankruptcies with the Self-Organizing Map. Neurocomputing, 1998. Vol. 21, pp. 191-201.
Kiviluoto, K. & Bergius, P. Two-Level Self-Organizing Maps for Analysis of Financial Statements. International Joint Conference on Neural Networks (IJCNN’98), Anchorage, Alaska, May 4-9, 1998. pp. 189-192.
Kiviluoto, K. & Bergius, P. Maps for Analyzing Failures of Small and Medium-sized Enterprises. In: Deboeck, G. & Kohonen, T. (eds.), Visual Expolorations in Finance with Self-Organizing Maps. London 1998, Springer, pp. 59-71.
Vesanto, J., Himberg, J., Siponen, M. & Simula, O. Enhancing SOM Based Data Visualization. 5th International Conference on Soft Computing and Information / Intelligent Systems (IIZUKA’98), Iizuka, Japan, October 16-20, 1998. pp. 64-67.
J. Himberg. Enhancing the SOM-based Visualization by Linking Different Data Projections. In Proceedings of the First International Symposium on Intelligent Data Engineering and Learning (IDEAL’98), pp. 427-434, Hong Kong, 1998. Springer.
J. Vesanto, J. Himberg, M. Siponen, and O. Simula. Enhancing SOM based Visualization. In Proceedings of the 5th International Conference on Soft Computing and Information/Intelligent Systems (IIZUKA’98), pp. 64-67, Iizuka, Japan, 1998. World Scientific.
H. Gävert, J. Hurri, J. Särelä, and A. Hyvärinen. The Fast ICA package for Matlab [program]. The Laboratory of Computer and Information Science, Helsinki University of Technology, April 1998. Electronic publication link
