Overtraining and model selection with the self-organizing map. - Jouko Lampinen; Timo Kostiainen (IJCNN, 1999)

Self-Organizing Maps in data analysis - notes on overfitting and overinterpretation. - Jouko Lampinen; Timo Kostiainen (ESANN, 2000)

On the generative probability density model in the self-organizing map. - Timo Kostiainen; Jouko Lampinen (Neurocomputing, 2002)

Efficient proposal distributions for MCMC image segmentation. - Timo Kostiainen; Jouko Lampinen (ICIP, 2004)

Studies in probabilistic methods for scene analysis. - Timo Kostiainen (2006)