Jouko Lampinen

According to our database, Jouko Lampinen authored at least 43 papers between 1986 and 2018.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2018

Reproducibility of importance extraction methods in neural network based fMRI classification.

Athanasios Gotsopoulos, Heini Saarimäki, Enrico Glerean, Iiro P. Jääskeläinen, Mikko Sams, Lauri Nummenmaa, Jouko Lampinen

NeuroImage, 2018

2016

Object Classification and Recognition From Mobile Laser Scanning Point Clouds in a Road Environment.

Matti Lehtomäki, Anttoni Jaakkola, Juha Hyyppä, Jouko Lampinen, Harri Kaartinen, Antero Kukko, Eetu Puttonen, Hannu Hyyppä

IEEE Trans. Geosci. Remote. Sens., 2016

2009

Probabilistic View on Self-organizing Maps and Dimension Reduction.

Jouko Lampinen

Proceedings of the IJCCI 2009, 2009

Incremental Object Matching with Bayesian Methods and Particle Filters.

Miika Toivanen, Jouko Lampinen

Proceedings of the DICTA 2009, 2009

Incremental Bayesian learning of feature points from natural images.

Miika Toivanen, Jouko Lampinen

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2009

2007

On steerability of Gabor-type filters for feature detection.

Ilkka Kalliomäki, Jouko Lampinen

Pattern Recognit. Lett., 2007

Automatic relevance determination based hierarchical Bayesian MEG inversion in practice.

Aapo Nummenmaa, Toni Auranen, Matti S. Hämäläinen, Iiro P. Jääskeläinen, Mikko Sams, Aki Vehtari, Jouko Lampinen

NeuroImage, 2007

Hierarchical Bayesian estimates of distributed MEG sources: Theoretical aspects and comparison of variational and MCMC methods.

Aapo Nummenmaa, Toni Auranen, Matti S. Hämäläinen, Iiro P. Jääskeläinen, Jouko Lampinen, Mikko Sams, Aki Vehtari

NeuroImage, 2007

Rao-Blackwellized particle filter for multiple target tracking.

Simo Särkkä, Aki Vehtari, Jouko Lampinen

Inf. Fusion, 2007

CATS benchmark time series prediction by Kalman smoother with cross-validated noise density.

Simo Särkkä, Aki Vehtari, Jouko Lampinen

Neurocomputing, 2007

2006

Sequential Monte Carlo for Bayesian Matching of Objects with Occlusions.

Toni Tamminen, Jouko Lampinen

IEEE Trans. Pattern Anal. Mach. Intell., 2006

2005

Bayesian analysis of the neuromagnetic inverse problem with ℓ^p-norm priors.

Toni Auranen, Aapo Nummenmaa, Matti S. Hämäläinen, Iiro P. Jääskeläinen, Jouko Lampinen, Aki Vehtari, Mikko Sams

NeuroImage, 2005

Shape analysis of concrete aggregates for statistical quality modeling.

Ilkka Kalliomäki, Aki Vehtari, Jouko Lampinen

Mach. Vis. Appl., 2005

Joint Modeling of Facial Expression and Shape from Video.

Toni Tamminen, Jari Kätsyri, Michael Frydrych, Jouko Lampinen

Proceedings of the Image Analysis, 14th Scandinavian Conference, 2005

Approximate Steerability of Gabor Filters for Feature Detection.

Ilkka Kalliomäki, Jouko Lampinen

Proceedings of the Image Analysis, 14th Scandinavian Conference, 2005

2004

Efficient proposal distributions for MCMC image segmentation.

Timo Kostiainen, Jouko Lampinen

Proceedings of the 2004 International Conference on Image Processing, 2004

A Bayesian Occlusion Model for Sequential Object Matching.

Toni Tamminen, Jouko Lampinen

Proceedings of the British Machine Vision Conference, 2004

2003

Reversible jump MCMC for two-state multivariate Poisson mixtures.

Jani Lahtinen, Jouko Lampinen

Kybernetika, 2003

Cam shape optimisation by genetic algorithm.

Jouko Lampinen

Comput. Aided Des., 2003

Learning an Object Model for Feature Matching in Clutter.

Toni Tamminen, Jouko Lampinen

Proceedings of the Image Analysis, 13th Scandinavian Conference, 2003

Modeling of Pose Effects in Oriented Filter Responses for Head Pose Estimation.

Ilkka Kalliomäki, Jouko Lampinen

Proceedings of the Image Analysis, 13th Scandinavian Conference, 2003

2002

Bayesian Model Assessment and Comparison Using Cross-Validation Predictive Densities.

Aki Vehtari, Jouko Lampinen

Neural Comput., 2002

On the generative probability density model in the self-organizing map.

Timo Kostiainen, Jouko Lampinen

Neurocomputing, 2002

2001

Temporal Kohonen Map and the Recurrent Self-Organizing Map: Analytical and Experimental Comparison.

Markus Varsta, Jukka Heikkonen, Jouko Lampinen, José del R. Millán

Neural Process. Lett., 2001

Bayesian approach for neural networks--review and case studies.

Jouko Lampinen, Aki Vehtari

Neural Networks, 2001

Modeling of audiovisual speech perception in noise.

Tobias S. Andersen, Kaisa Tiippana, Jouko Lampinen, Mikko Sams

Proceedings of the Auditory-Visual Speech Processing, 2001

2000

Bayesian MLP neural networks for image analysis.

Aki Vehtari, Jouko Lampinen

Pattern Recognit. Lett., 2000

On MCMC Sampling in Bayesian MLP Neural Networks.

Aki Vehtari, Simo Särkkä, Jouko Lampinen

Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000

Improved Rotational Invariance for Statistical Inverse in Electrical Impedance Tomography.

Jani Lahtinen, Tomas Martinsen, Jouko Lampinen

Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000

Bayesian techniques for neural networks - Review and case studies.

Jouko Lampinen, Aki Vehtari

Proceedings of the 10th European Signal Processing Conference, 2000

Analytical comparison of the Temporal Kohonen Map and the Recurrent Self Organizing Map.

Markus Varsta, Jukka Heikkonen, Jouko Lampinen

Proceedings of the 8th European Symposium on Artificial Neural Networks, 2000

Self-Organizing Maps in data analysis - notes on overfitting and overinterpretation.

Jouko Lampinen, Timo Kostiainen

Proceedings of the 8th European Symposium on Artificial Neural Networks, 2000

1999

Bayesian neural networks with correlating residuals.

Aki Vehtari, Jouko Lampinen

Proceedings of the International Joint Conference Neural Networks, 1999

Application of Bayesian neural network in electrical impedance tomography.

Jouko Lampinen, Aki Vehtari, Kimmo Leinonen

Proceedings of the International Joint Conference Neural Networks, 1999

Selection of training samples for learning with hints.

Jouko Lampinen, Paula Litkey, Harri Hakkarainen

Proceedings of the International Joint Conference Neural Networks, 1999

Overtraining and model selection with the self-organizing map.

Jouko Lampinen, Timo Kostiainen

Proceedings of the International Joint Conference Neural Networks, 1999

1997

Experiments on Regularizing MLP Models with Background Knowledge.

Arto Selonen, Jouko Lampinen

Proceedings of the Artificial Neural Networks, 1997

1996

Self-Organizing Feature Extraction in Recognition of Wood Surface Defects and Color Images.

Jouko Lampinen, Seppo Smolander

Int. J. Pattern Recognit. Artif. Intell., 1996

1995

Distortion tolerant pattern recognition based on self-organizing feature extraction.

Jouko Lampinen, Erkki Oja

IEEE Trans. Neural Networks, 1995

Multilayer perceptron training with inaccurate derivative information.

Jouko Lampinen, Arto Selonen

Proceedings of International Conference on Neural Networks (ICNN'95), Perth, WA, Australia, November 27, 1995

1992

Clustering properties of hierarchical self-organizing maps.

Jouko Lampinen, Erkki Oja

J. Math. Imaging Vis., 1992

1989

Fast Computation of Kohonen Self-Organization.

Jouko Lampinen, Erkki Oja

Proceedings of the Neurocomputing - Algorithms, Architectures and Applications, Proceedings of the NATO Advanced Research Workshop on Neurocomputing Algorithms, Architectures and Applications, Les Arcs, France, February 27, 1989

1986

A fast local PPF restoration filter.

Erkki Oja, Jouko Lampinen

Proceedings of the IEEE International Conference on Acoustics, 1986