Note: The research cited here is property of the respective authors or/and the funding academic institutions.
Vesanto, J., Alhoniemi, E., Himberg, J., Kiviluoto, K. & Parviainen, J. Self-Organizing Map for Data Mining in MATLAB: The SOM Toolbox. Simulation News Europe, 1999. Nro 25, p. 54.
Oja, E. and Kiviluoto, K. Data Analysis, Visualization, and Hidden Factor Discovery by Unsupervised Learning. International Joint Conference on Neural Networks (IJCNN’99), Washington, D.C., USA, July 10-16, 1999. Elektroninen julkaisu (CD-ROM)
Vesanto, J. & Ahola, J. Hunting for Correlations in Data Using the Self-Organizing Map. International ICSC Congress on Computational Intelligence Methods and Applications (CIMA’99), Rochester, New York, USA, June 22-25, 1999. 1999, ICSC Academic Press, pp. 279-285.
Vesanto, J., Himberg, J., Alhoniemi, E. & Parhankangas, J. Self-Organizing Map in Matlab: the SOM Toolbox. Matlab DSP Conference 1999, Espoo, Finland, November 16-17, 1999. pp. 35-40.
Vesanto, J. SOM-Based Data Visualization Methods. Intelligent Data Analysis, 1999. Vol. 3, No. 2, pp. 111-126.
J. Kallunki, M. Dube and T. Ala-Nissila: Stochastic Resonance and Diffusion in Periodic Potentials Journal of Physics: Condensed Matter, vol. 11, p. 9841 (1999)
Jorma Laaksonen, Matti Aksela, Erkki Oja, Jari Kangas. Dynamically Expanding Context as Committee Adaptation Method in On-Line Recognition of Handwritten Latin Characters, In Proceedings of ICDAR ‘99, pp. 796-799, 1999.
Jorma Laaksonen, Matti Aksela. Erkki Oja, Jari Kangas. Adaptive Local Subspace Classifier in on-line recognition of handwritten characters In Proceedings of IJCNN ‘99, pp. 812-2815, 1999.
E. Alhoniemi, J. Himberg, and J. Vesanto, Probabilistic measures for responses of Self-Organizing Map units. In Proceedings of the International ICSC Congress on Computational Intelligence Methods and Applications (CIMA’99), pp. 279-285, Rochester, New York, United States, 1999. ICSC Academic Press.
O. Simula, J. Ahola, E. Alhoniemi, J. Himberg, and J. Vesanto. The Self-Organizing Maps in Analysis of Large-Scale Industrial Systems. In E. Oja and S. Kaski, eds., Kohonen Maps, pp. 375-387. Elsevier, 1999.
J. Vesanto, J. Himberg, E. Alhoniemi and J. Parhankangas, Self-organizing map in Matlab: the SOM Toolbox, In Proceedings of the MATLAB Digital Signal Processing Conference, pp. 35-40, Espoo, Finland, 1999.
A. Hyvärinen, J. Särelä, and R. Vigário, Spikes and bumps: Artefacts generated by independent component analysis with insufficient sample size, in Proceedings of the First International Workshop on Independent Component Analysis and Signal Separation (ICA’99), (Aussois, France), pp. 425-429, 1999.
