Jouko Lampinen

Address

Aalto University

Department of Biomedical Engineering and Computational Science - BECS

Centre of Excellence in Computational Complex Systems Research

FINLAND

Email

Jouko.Lampinen(at)tkk.fi

Phone

Office: +358 (0)9 451 24827
Home: +358 (0)9 803 1845
Mobile: +358 (0)50 560 4827

Research interests

• Neural networks in modelling and pattern recognition
• Specifically Bayesian methods for neural networks
• See our project page.

Publications

• HTML format, with links to on-line papers,
• BibTeX format, and in
• PDF format.

Some selected publications

• Toni Tamminen and Jouko Lampinen. Sequential Monte Carlo for Bayesian matching of objects with occlusions. IEEE Tr. on Pattern Analysis and Machine Intelligence, 28(6), 2006. PDF from IEEE Xplore
• Simo Särkkä, Aki Vehtari, and Jouko Lampinen. Rao-blackwellized particle filter for multiple target tracking, Information Fusion, 2006, In press. PDF, PDF preprint
• Simo Särkkä, Aki Vehtari, and Jouko Lampinen. CATS benchmark time series prediction by Kalman smoother with cross-validated noise density. Neurocomputing, 2006. In press. PDF preprint
• Jouko Lampinen and Aki Vehtari. Bayesian approach for neural networks -- review and case studies. Neural Networks 14(3):7-24, 2001. (Invited article). Postscript preprint PDF preprint
• Jouko Lampinen and Timo Kostiainen. Generative probability density model in the Self-Organizing Map. In U. Seiffert and L. Jain, editors, Self-organizing neural networks: Recent advances and applications. Pages 75-94. Physica Verlag, 2002. PostScript preprint , PDF preprint
• J. Lampinen and J. Laaksonen and E. Oja, Neural Network Systems, Techniques and Applications in Pattern Recognition, Report B1, Laboratory of Computational Engineering, Helsinki University of Technology, 1997. (PostScript)
  Also published as Pattern Recognition , in C. T. Leondes (Ed.), Image Processing and Pattern Recognition, Vol 5. in series Neural Network Systems Techniques and Applications, Academic Press, pp. 1-59, 1998.
• J. Lampinen and E. Oja, Distortion Tolerant Pattern Recognition Based on Self - Organizing Feature Extraction, IEEE Trans. on Neural Networks, Vol. 6, No. 3, May 1995., pp. 539-547. (PostScript).
• Lampinen J. and E. Oja, Clustering Properties of Hierarchical Self-Organizing Maps , Journal of Mathematical Imaging and Vision, Vol. 2., pp. 261-272, 1992. (PostScript)

Popular articles in Finnish

• J. Lampinen, Neurolaskenta - Oppivia ja älykkäitä järjestelmiä vai vaikeaselkoisia tilastollisia menetelmiä?. Esitelmään ELKOM-2001 messuilla liittyvä kirjoitelma.
• J. Lampinen ja A. Vehtari, Bayesilaiset menetelmät hahmontunnistuksessa. Luku Suomen Hahmontunnistustutkimuksen Seuran 25-vuotisjuhlajulkaisussa.

Teaching (In Finnish)

• S-114.3200 Laskennallisen tekniikan erikoiskurssi (6 op) L

• Laskennallisen tekniikan pää- / sivuaineen rakenne
• Laboratorion kurssilista