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Publications of Author

1. Jouko Lampinen, Timo Kostiainen
   Self-Organizing Maps in data analysis - notes on overfitting and overinterpretation. [Citation Graph (0, 0)][DBLP]
   ESANN, 2000, pp:239-244 [Conf]
   
2. Markus Varsta, Jukka Heikkonen, Jouko Lampinen
   Analytical comparison of the Temporal Kohonen Map and the Recurrent Self Organizing Map. [Citation Graph (0, 0)][DBLP]
   ESANN, 2000, pp:273-280 [Conf]
   
3. Arto Selonen, Jouko Lampinen
   Experiments on Regularizing MLP Models with Background Knowledge. [Citation Graph (0, 0)][DBLP]
   ICANN, 1997, pp:367-372 [Conf]
   
4. Timo Kostiainen, Jouko Lampinen
   Efficient proposal distributions for MCMC image segmentation. [Citation Graph (0, 0)][DBLP]
   ICIP, 2004, pp:933-936 [Conf]
   
5. Jani Lahtinen, Tomas Martinsen, Jouko Lampinen
   Improved Rotational Invariance for Statistical Inverse in Electrical Impedance Tomography. [Citation Graph (0, 0)][DBLP]
   IJCNN (2), 2000, pp:154-158 [Conf]
   
6. Aki Vehtari, Simo Särkkä, Jouko Lampinen
   On MCMC Sampling in Bayesian MLP Neural Networks. [Citation Graph (0, 0)][DBLP]
   IJCNN (1), 2000, pp:317-322 [Conf]
   
7. Ilkka Kalliomäki, Jouko Lampinen
   Modeling of Pose Effects in Oriented Filter Responses for Head Pose Estimation. [Citation Graph (0, 0)][DBLP]
   SCIA, 2003, pp:156-162 [Conf]
   
8. Ilkka Kalliomäki, Jouko Lampinen
   Approximate Steerability of Gabor Filters for Feature Detection. [Citation Graph (0, 0)][DBLP]
   SCIA, 2005, pp:940-949 [Conf]
   
9. Toni Tamminen, J. Kätsyri, Michael Frydrych, Jouko Lampinen
   Joint Modeling of Facial Expression and Shape from Video. [Citation Graph (0, 0)][DBLP]
   SCIA, 2005, pp:151-160 [Conf]
   
10. Toni Tamminen, Jouko Lampinen
    Learning an Object Model for Feature Matching in Clutter. [Citation Graph (0, 0)][DBLP]
    SCIA, 2003, pp:193-199 [Conf]
    
11. Jouko Lampinen
    Cam shape optimisation by genetic algorithm. [Citation Graph (0, 0)][DBLP]
    Computer-Aided Design, 2003, v:35, n:8, pp:727-737 [Journal]
    
12. Timo Kostiainen, Jouko Lampinen
    On the generative probability density model in the self-organizing map. [Citation Graph (0, 0)][DBLP]
    Neurocomputing, 2002, v:48, n:1-4, pp:217-228 [Journal]
    
13. Jouko Lampinen, Seppo Smolander
    Self-Organizing Feature Extraction in Recognition of Wood Surface Defects and Color Images. [Citation Graph (0, 0)][DBLP]
    IJPRAI, 1996, v:10, n:2, pp:97-113 [Journal]
    
14. Simo Särkkä, Aki Vehtari, Jouko Lampinen
    Rao-Blackwellized particle filter for multiple target tracking. [Citation Graph (0, 0)][DBLP]
    Information Fusion, 2007, v:8, n:1, pp:2-15 [Journal]
    
15. Ilkka Kalliomäki, Aki Vehtari, Jouko Lampinen
    Shape analysis of concrete aggregates for statistical quality modeling. [Citation Graph (0, 0)][DBLP]
    Mach. Vis. Appl., 2005, v:16, n:3, pp:197-201 [Journal]
    
16. Aki Vehtari, Jouko Lampinen
    Bayesian Model Assessment and Comparison Using Cross-Validation Predictive Densities. [Citation Graph (0, 0)][DBLP]
    Neural Computation, 2002, v:14, n:10, pp:2439-2468 [Journal]
    
17. Jouko Lampinen, Aki Vehtari
    Bayesian approach for neural networks--review and case studies. [Citation Graph (0, 0)][DBLP]
    Neural Networks, 2001, v:14, n:3, pp:257-274 [Journal]
    
18. Markus Varsta, Jukka Heikkonen, Jouko Lampinen, José del R. Millán
    Temporal Kohonen Map and the Recurrent Self-Organizing Map: Analytical and Experimental Comparison. [Citation Graph (0, 0)][DBLP]
    Neural Processing Letters, 2001, v:13, n:3, pp:237-251 [Journal]
    
19. Toni Tamminen, Jouko Lampinen
    Sequential Monte Carlo for Bayesian Matching of Objects with Occlusions. [Citation Graph (0, 0)][DBLP]
    IEEE Trans. Pattern Anal. Mach. Intell., 2006, v:28, n:6, pp:930-941 [Journal]
    
20. Aki Vehtari, Jouko Lampinen
    Bayesian MLP neural networks for image analysis. [Citation Graph (0, 0)][DBLP]
    Pattern Recognition Letters, 2000, v:21, n:13-14, pp:1183-1191 [Journal]
    
21. Simo Särkkä, Aki Vehtari, Jouko Lampinen
    CATS benchmark time series prediction by Kalman smoother with cross-validated noise density. [Citation Graph (0, 0)][DBLP]
    Neurocomputing, 2007, v:70, n:13-15, pp:2331-2341 [Journal]
    
22. Ilkka Kalliomäki, Jouko Lampinen
    On steerability of Gabor-type filters for feature detection. [Citation Graph (0, 0)][DBLP]
    Pattern Recognition Letters, 2007, v:28, n:8, pp:904-911 [Journal]
    
23. 
    Incremental Object Matching with Bayesian Methods and Particle Filters. [Citation Graph (, )][DBLP]
    
    
24. 
    Probabilistic View on Self-organizing Maps and Dimension Reduction. [Citation Graph (, )][DBLP]