Publications

  1. Articles in international scientific journals with referee practice
    1. Ilonen, J., Kamarainen, J.-K., Lampinen, J., Differential Evolution Training Algorithm for Feed-Forward Neural Networks, Neural Processing Letters 17, 1 (2003), pp. 93-105.
    2. Kamarainen, J.-K., Kyrki, V., Ilonen, J., Kälviäinen, H., Improving Similarity Measures of Histograms Using Smoothing Projections, Pattern Recognition Letters 24, 12 (2003), pp. 2009-2019.
    3. Ilonen, J., Kamarainen, J.-K., Lindh, T., Ahola, J., Kälviäinen, H., Partanen, J., Diagnosis Tool for Motor Condition Monitoring, IEEE Transactions on Industry Applications 41, 4 (2005), pp. 963-971.
    4. Ilonen, J., Kamarainen, J.-K., Puumalainen, K., Sundqvist, S., Kälviäinen, H., Toward Automatic Forecasts for Diffusion of Innovations, Technological Forecasting & Social Change 73, 2 (2006), pp. 182-198.
    5. Paalanen, P., Kamarainen, J.-K., Ilonen, J., Kälviäinen, H., Feature Representation and Discrimination Based on Gaussian Mixture Model Probability Densities - Practices and Algorithms, Pattern Recognition 39, 7 (2006), pp. 1346-1358.
    6. Ilonen, J., Kamarainen, J.-K., Paalanen, P., Hamouz, M., Kittler, J., Kälviäinen, H., Image feature localization by multiple hypothesis testing of Gabor features, IEEE Transactions on Image Processing 17, 3 (2008), pp. 311-325.
  2. Articles in international compilation works and in international scientific conference proceedings with referee practice
    1. Kamarainen, J.-K., Kyrki, V., Ilonen, J., Kalviainen, H., Similarity Measures for Ordered Histograms, In Proc. of the 12th Scandinavian Conf. on Image Analysis (Bergen, Norway, 2001), pp. 699-705.
    2. Ilonen, J., Kamarainen, J.-K., Kälviäinen, H., Anttalainen, O., Automatic Detection and Recognition of Hazardous Chemical Agents, In Proc. of the 14th Int. Conf. on Digital Signal Processing (Santorini, Greece, 2002), vol. 2, pp. 1345-1348.
    3. Ilonen, J., Paalanen, P., Kamarainen, J.-K., Lindh, T., Ahola, J., Kälviäinen, H., Partanen, J., Toward Automatic Motor Condition Diagnosis, In Proc. of the 14th Scandinavian Conf. of Image Analysis (Joensuu, Finland, 2005), pp. 970-977.
    4. Kamarainen, J.-K., Ilonen, J., Paalanen, P., Hamouz, M., Kälviäinen, H., Kittler, J., Object Evidence Extraction Using Simple Gabor Features and Statistical Ranking, In Proc. of the 14th Scandinavian Conf. of Image Analysis (Joensuu, Finland, 2005), pp. 119-129.
    5. Ilonen, J., Kamarainen, J.-K., Object Categorization Using Self-organization over Visual Appearance, In Proc. of the International Joint Conference on Neural Networks (IJCNN) (Vancouver, Canada, July 2006), pp. 4549-4553.
    6. Ilonen, J., Paalanen, P., Kamarainen, J.-K., Kälviäinen, H., Gaussian mixture pdf in one-class classification: computing and utilizing confidence values, In Proc. of International Conference on Pattern Recognition (ICPR) (Hong Kong, China, August 2006), pp. 577-580.
    7. Drobchenko, A., Ilonen, J., Kamarainen, J.-K., Sadovnikov, A., Kälviäinen, H., Hamouz, M., Object class detection using local image features and point pattern matching constellation search, In Proc. of the Scandinavian Conf. on Image Analysis (SCIA2007) (Aalborg, Denmark, 2007), pp. 273-282.
    8. Ilonen, J., Kamarainen, J.-K., Kälviäinen, H., Fast extraction of multi-resolution Gabor features, In Proc. of the International Conference on Image Analysis Processing (ICIAP) (Modena, Italy, September 2007), pp. 481-486.
    9. Kamarainen, J.-K., Hamouz, M., Kittler, J., Paalanen, P., Ilonen, J., Drobchenko, A., Object Localisation Using Generative Probability Model for Spatial Constellation and Local Image Features, In Proc. of the International Conference on Computer Vision (ICCV) (October, 2007), pp. 1-8.
  3. Scientific monographs
    1. Ilonen, J., Predicting Diffusion of Innovations with Self-Organisation and Machine Learning, Master's thesis, Lappeenranta University of Technology, Department of Information Technology, Lappeenranta, Finland, 2003.
    2. Ilonen, J., Supervised Local Image Feature Detection, D.Sc. thesis, Lappeenranta University of Technology, 2007.
  4. Other scientific publications
    1. Jumpponen, J., Ilonen, J., Re-mapping Russia from the Viewpoint of Foreign Investors - Applying a Self-Organizing Map in the Context of Russian Regions. In Conference Abstracts of the Catalysts and Impediments of Economic Developments in Central and Eastern Europe, (Vilnius, Lithuania, 2004), pp. 133-135.
    2. Jumpponen, J., Ilonen, J., Laakkonen, V., Re-mapping Russia from the Viewpoint of Foreign Investors - Applying a Self-Organizing Map in the Context of Russian Regions, Ekonomika 69, (2005), pp. 46-57, ISSN 1392-1258.
    3. Paalanen, P., Kamarainen, J.-K., Ilonen, J., Kälviäinen, H., Feature Representation and Discrimination Based on Gaussian Mixture Model Probability Densities - Practices and Algorithms, Research Report 95, Lappeenranta University of Technology, Department of Information Technology, 2005.
    4. Ilonen, J., Kamarainen, J.-K., Kälviäinen, H., Efficient Computation of Gabor Features, Research Report 100, Lappeenranta University of Technology, Department of Information Technology, 2005.