Jouko Lampinen

Peer-reviewed scientific articles

Journal article-refereed, Original research

Hidden sources of joy, fear, and sadness Explicit versus implicit neural processing of musical emotions

Bogert, Brigitte; Numminen-Kontti, Taru; Gold, Benjamin; Sams, Mikko; Numminen, Jussi; Burunat, Iballa; Lampinen, Jouko; Brattico, Elvira

2016 in NEUROPSYCHOLOGIA (Elsevier Limited)

ISSN: 0028-3932

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

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

2016 in IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC)

ISSN: 0196-2892

Discrete neural signatures of basic emotions

Saarimäki, Heini; Gotsopoulos, Athanasios; Jääskeläinen, Iiro P.; Lampinen, Jouko; Vuilleumier, Patrik; Hari, Riitta; Sams, Mikko; Nummenmaa, Lauri

2016 in CEREBRAL CORTEX (OXFORD UNIV PRESS INC)

ISSN: 1047-3211

Posterior parietal cortex activity reflects the significance of others' actions during natural viewing

Salmi, J.; Glerean, E.; Jääskeläinen, I.P.; Lahnakoski, J.M.; Kettunen, J.; Lampinen, J.; Tikka, P.; Sams, M.

2014 in HUMAN BRAIN MAPPING (Wiley-Liss Inc.)

ISSN: 1065-9471

Two-Stage Processing of Sounds Explains Behavioral Performance Variations due to Changes in Stimulus Contrast and Selective Attention: An MEG Study

Kauramaki, Jaakko; Jaaskelainen, Iiro P.; Hanninen, Jarno L.; Auranen, Toni; Nummenmaa, Aapo; Lampinen, Jouko; Sams, Mikko

2012 in PLOS ONE (PUBLIC LIBRARY SCIENCE)

Stimulus-related independent component and voxel-wise analysis of human brain activity during free viewing of a feature film.

Lahnakoski, Juha M; Salmi, Juha; Jääskeläinen, Iiro P.; Lampinen, Jouko; Glerean, Enrico; Tikka, Pia; Sams, Mikko

2012 in PLOS ONE (PUBLIC LIBRARY SCIENCE)

ISSN: 1932-6203

State space regularization in the nonstationary inverse problem for diffuse optical tomography

Hiltunen, P.; Särkkä, S.; Nissilä, I.; Lajunen, A.; Lampinen, J.

2011 in Inverse Problems (IOP PUBLISHING LTD)

ISSN: 0266-5611

Incremental object matching and detection with Bayesian methods and particle filters

Toivanen, M.; Lampinen, J.

2011 in IET COMPUTER VISION (Institution of Engineering and Technology)

ISSN: 1751-9632

Automatic fMRI-guided MEG multidipole localization for visual responses

Auranen, Toni; Nummenmaa, Aapo; Vanni, Simo; Vehtari, Aki; Hämäläinen, Matti S.; Lampinen, Jouko; Jääskeläinen, Iiro P.

2009 in HUMAN BRAIN MAPPING (Wiley-Liss Inc.)

ISSN: 1065-9471

Modeling of Subjective Responses to Indoor Air Quality and Thermal Conditions in Office Buildings

Kostiainen, T.; Welling, I.; Lahtinen, M.; Salmi, K.; Kähkonen, E.; Lampinen, J.

2008 in HVAC & R Research (Taylor & Francis, Inc.)

ISSN: 1078-9669

Bayesian inverse analysis of neuromagnetic data using cortically constrained multiple dipoles

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

2007 in HUMAN BRAIN MAPPING (Wiley-Liss Inc.)

ISSN: 1065-9471

On steerability of Gabor-type filters for feature detection

Kalliomäki, Ilkka; Lampinen, Jouko

2007 in PATTERN RECOGNITION LETTERS (Elsevier)

ISSN: 0167-8655

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

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

2007 in NEUROIMAGE (ACADEMIC PRESS INC ELSEVIER SCIENCE)

ISSN: 1053-8119

Automatic relevance-determination based on hierarchical Bayesian MEG inversion in practice

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

2007 in NEUROIMAGE (ACADEMIC PRESS INC ELSEVIER SCIENCE)

ISSN: 1053-8119

Rao-Blackwellized Particle Filter for Multiple Target Tracking

Särkkä, Simo; Vehtari, Aki; Lampinen, Jouko

2007 in INFORMATION FUSION (Elsevier)

ISSN: 1566-2535

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

Särkkä, Simo; Vehtari, Aki; Lampinen, Jouko

2007 in NEUROCOMPUTING (Elsevier Science B.V.)

ISSN: 0925-2312

Sequential Monte Carlo for Bayesian matching of objects with occlusions

Tamminen, Toni; Lampinen, Jouko

2006 in IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (IEEE COMPUTER SOC)

ISSN: 0162-8828

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

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

2005 in NEUROIMAGE (ACADEMIC PRESS INC ELSEVIER SCIENCE)

ISSN: 1053-8119

Shape analysis of concrete aggregates for statistical quality modeling

Kalliomäki, Ilkka; Vehtari, Aki; Lampinen, Jouko

2005 in MACHINE VISION AND APPLICATIONS (Springer Verlag)

ISSN: 0932-8092

Reversible jump MCMC for two-state multivariate poisson mixtures

Lahtinen, Jani; Lampinen, Jouko

2003 in Kybernetika (Academy of Sciences of the Czech Republic)

ISSN: 0023-5954

Building spatial models from aggregate data

Orpana, Tommi; Lampinen, Jouko

2003 in JOURNAL OF REGIONAL SCIENCE (Wiley-Blackwell)

ISSN: 0022-4146

On the Generative Probability Density Model in the Self-Organizing Map

Kostiainen, Timo; Lampinen, Jouko

2002 in NEUROCOMPUTING (Elsevier Science B.V.)

ISSN: 0925-2312

Bayesian model assessment and comparison using cross-validation predictive densities

Vehtari, Aki; Lampinen, Jouko

2002 in NEURAL COMPUTATION (MIT PRESS)

ISSN: 0899-7667

Bayesian Approach for Neural Networks - Review and Case Studies

Lampinen, Jouko; Vehtari, Aki

2001 in NEURAL NETWORKS (PERGAMON-ELSEVIER SCIENCE LTD)

ISSN: 0893-6080

Improved neuron MOS-transistor structures for integrated neural network circuits

Rantala, A.; Franssila, S.; Kaski, K.; Lampinen, J.; Åberg, M.; Kuivalainen, P.

2001 in IEE Proceedings - Circuits, Devices and Systems (Institute of Electrical Engineers)

ISSN: 1350-2409

Temporal Kohonen Map and the Recurrent Self-Organizing Map: Analytical and experimental comparison

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

2001 in NEURAL PROCESSING LETTERS (Springer Netherlands)

ISSN: 1370-4621

Bayesian MLP neural networks for image analysis.

Vehtari, Aki; Lampinen, Jouko

2000 in PATTERN RECOGNITION LETTERS (Elsevier)

ISSN: 0167-8655

High-precision neuron MOSFET structures

Rantala, A.; Franssila, S.; Kaski, K.; Lampinen, J.; Åberg, M.; Kuivalainen, P.

1999 in ELECTRONICS LETTERS (Institution of Engineering and Technology)

ISSN: 0013-5194

Real time indoor air monitoring system and analysis method

Welling, Irma; Kähkönen, Erkki; Lahtinen, Marjaana; Valkonen, Jyrki; Lampinen, Jouko; Varsta, Markus; Kostiainen, Timo

1999 in AMERICAN JOURNAL OF INDUSTRIAL MEDICINE (Wiley-Liss Inc.)

ISSN: 0271-3586

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

Lampinen, Jouko; Smolander, Seppo

1996 in INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE (World Scientific Publishing Co. Pte Ltd)

ISSN: 0218-0014

Distortion Tolerant Pattern Recognition Based on Self-Organizing Feature Extraction

Lampinen, Jouko; Oja, Erkki

1995 in IEEE TRANSACTIONS ON NEURAL NETWORKS (IEEE Computational Intelligence Society)

Clustering properties of hierarchical self-organizing maps

Lampinen, Jouko; Oja, Erkki

1992 in JOURNAL OF MATHEMATICAL IMAGING AND VISION (Springer Netherlands)

ISSN: 0924-9907

Book section, Chapters in research books

Approximate steerability of Gabor filters for feature detection

Kalliomäki, I.; Lampinen, J.

2005 in Lecture Notes in Computer Science (Springer Berlin Heidelberg)

ISBN: 978-3-540-26320-3

ISSN: 0302-9743

Joint modeling of facial expression and shape from video

Tamminen, T.; Kätsyri, J.; Frydrych, M.; Lampinen, J.

2005 in Lecture Notes in Computer Science (Springer Berlin Heidelberg)

ISBN: 978-3-540-26320-3

ISSN: 0302-9743

Modeling of pose effects in oriented filter responses for head pose estimation

Kalliomäki, Ilkka; Lampinen, Jouko

2003 in LECTURE NOTES IN COMPUTER SCIENCE (Springer Berlin Heidelberg)

ISBN: 978-3-540-40601-3

ISSN: 0302-9743

Learning an Object Model for Feature Matching in Clutter

Tamminen, Toni; Lampinen, Jouko

2003 in Lecture Notes in Computer Science (Springer Berlin Heidelberg)

ISBN: 978-3-540-40601-3

ISSN: 0302-9743

Bayesian object matching with hierarchical priors and Markov chain Monte Carlo

Tamminen, Toni; Lampinen, Jouko

2003

ISBN: 0-19-852615-6

Expected utility estimation via cross-validation

Vehtari, Aki; Lampinen, Jouko

2003

ISBN: 0-19-852615-6

Generative Probability Density Model in the Self-Organizing Map

Lampinen, Jouko; Kostiainen, Timo

2002

Neljännesvuosisata Hatutusta: Hahmontunnistustutkimus Suomessa 1977-2002

Lampinen, Jouko; Vehtari, Aki

2002

Bayesian neural networks: Case studies in industrial applications.

Vehtari, Aki; Lampinen, Jouko

2000

ISBN: 978-1-4471-1155-9

Pattern Recognition

Lampinen, J.; Laaksonen, J.; Oja, E.

1998

Pattern reocognition

Lampinen, J.; Laakkonen, J.; Oja, E.

1998

Wood surface inspection system based on generic visual features

Lampinen, J.; Smolander, S.; Korhonen, M.

1998

Conference proceedings

Incremental object matching with Bayesian methods and particle filters

Toivanen, Miika; Lampinen, Jouko

2009

ISBN: 978-1-4244-5297-2

Bayesian online learning of corresponding points of objects with sequential Monte Carlo

Toivanen, Miika; Lampinen, Jouko

2009

ISSN: 2070-3821

Incremental Bayesian learning of feature points from natural images

Toivanen, Miika; Lampinen, Jouko

2009 in IEEE Conference on Computer Vision and Pattern Recognition (IEEE Computer Society)

ISBN: 978-1-4244-3994-2

ISSN: 2160-7508

Prediction of ESTSP Competition Time Series by Unscented Kalman Filter and RTS Smoother

Särkkä, Simo; Vehtari, Aki; Lampinen, Jouko

2007

Probabilistic image segmentation for low-level map building in robot navigation.

Kostiainen, Timo; Lampinen, Jouko

2004

Efficient proposal distributions for MCMC image segmentation.

Kostiainen, Timo; Lampinen, Jouko

2004 in IEEE International Conference on Image Processing ICIP (IEEE)

ISBN: 0-7803-8554-3

ISSN: 1522-4880

Time series prediction by Kalman smoother with cross validated noise density

Särkkä, Simo; Vehtari, Aki; Lampinen, Jouko

2004 in IEEE International Joint Conference on Neural Networks (IJCNN) (IEEE)

ISBN: 0-7803-8359-1

ISSN: 1098-7576

Rao-Blackwellized Monte Carlo Data Association for Multiple Target Tracking

Särkkä, Simo; Vehtari, Aki; Lampinen, Jouko

2004

A Bayesian Occlusion Model for Sequential Object matching

Tamminen, Toni; Lampinen, Jouko

2004

Bayesian object matching with Markov chain and sequential Monte Carlo

Tamminen, Toni; Lampinen, Jouko

2004

Feature-based Inference of Human Head Shapes

Kalliomäki, Ilkka; Lampinen, Jouko

2002

Face matching with learned object priors

Tamminen, Toni; Lampinen, Jouko

2002

Modeling of audiovisual speech perception in noise.

Andersen, Tobias; Tiippana, Kaisa; Lampinen, Jouko; Sams, Mikko

2001

3D Object Recognition Based on Hierarchical Eigen-Shapes and Bayesian Inference

Kostiainen, Timo; Kalliomäki, Ilkka; Tamminen, Toni; Lampinen, Jouko

2001 in Proceedings of SPIE (SPIE - The International Society for Optical Engineering)

ISBN: 0-8194-4300-X

ISSN: 0277-786X

Self-Organizing Map as a Probability Density Model

Kostiainen, Timo; Lampinen, Jouko

2001 in IEEE International Joint Conference on Neural Networks (IJCNN) (IEEE)

ISBN: 0-7803-7044-9

ISSN: 1098-7576

Bayesian object matching based on MCMC sampling and Gabor filters

Lampinen, Jouko; Tamminen, Toni; Kostiainen, Timo; Kalliomäki, Ilkka

2001 in PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE) (SPIE - The International Society for Optical Engineering)

ISBN: 0-8194-4300-X

ISSN: 0277-786X

Maximum likelihood optimization of self-organizing map parameters.

Kostiainen, T.; Lampinen, J.

2000

Improved rotational invariance for statistical inverse in electrical impedance tomography.

Lahtinen, Jani; Martinsen, Tomas; Lampinen, Jouko

2000 in IEEE International Joint Conference on Neural Networks (IJCNN) (IEEE Computer Society)

ISBN: 0-7695-0619-4

ISSN: 1098-7576

Self-Organizing Map in data-analysis - notes on overfitting and overinterpretation

Lampinen, J.; Kostiainen, T.

2000

Bayesian techniques for neural networks - review and case studies.

Lampinen, J.; Vehtari, A.

2000

Radiation spectra of [111]in, [113m]in, and [114m]in.

Stepanek, J.; Ilvonen, S.; Kuronen, A.; Lampinen, J.; Savolainen, S.; Välimäki, P.

2000

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

Varsta, M.; Heikkonen, J.; Lampinen, J.

2000

Bayesian MLP neural networks - review and case studies.

Vehtari, A.; Lampinen, J.

2000

On MCMC sampling in Bayesian MLP neural networks

Vehtari, Aki; Särkkä, Simo; Lampinen, Jouko

2000 in IEEE International Joint Conference on Neural Networks (IJCNN) (IEEE Computer Society)

ISSN: 1098-7576

Comparison of different cell cluster models for cell-level dosimetry.

Välimäki, P.; Lampinen, J.; Kuronen, A.; Ilvonen, S.; Stepanek, J.; Savolainen, S.

2000

Modelling of occupants' subjective responses and indoor air quality in office buildings.

Welling, I.; Kähkönen, E.; Lahtinen, M.; Salmi, K.; Lampinen, J.; Kostiainen, T.

2000

ISBN: 951-802-364-6

Building industrial applications with neural networks

Heikkonen, J.; Lampinen, J.

1999

Cluster models in cellular level electron dose calculations

Kuronen, A.; Lampinen, J.; Välimäki, P.; Stepanek, J.; Savolainen, S.

1999

Bayesian Neural Network to Solve the Inverse Problem in Electrical Impedance Tomography

Lampinen, J.; Vehtari, A.; Leinonen, K.

1999

Overtraining and model selection with the self-organizing map

Lampinen, J.; Kostiainen, T.

1999

Application of Bayesian Neural Network in Electrical Impedance Tomography

Lampinen, J.; Vehtari, A.; Leinonen, K.

1999

Selection of training samples for learning with hints

Lampinen, J.; Litkey, P.; Hakkarainen, H.

1999

Bayesian Neural Networks with Correlating Residuals

Vehtari, A.; Lampinen, J.

1999

Bayesian Neural Networks for Industrial Applications

Vehtari, A.; Lampinen, J.

1999

Bayesian Neural Networks for Image Analysis

Vehtari, A.; Lampinen, J.

1999

Bayesian Neural Networks with Correlating Residuals

Vehtari, A.; Lampinen, J.

1999

Digital image based tree measurement for forest inventory

Juujarvi, Jouni; Heikkonen, Jukka; Brandt, Sami; Lampinen, Jouko

1998 in PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE) (SPIE - The International Society for Optical Engineering)

ISBN: 0-8194-2983-X

ISSN: 0277-786X

Digital Image based tree measurement for forest industry

Juujärvi, J.; Heikkonen, J.; Brandt, S.; Lampinen, J.

1998

Modeling of non-stationary prosecc by modular separation of stability and plasticity

Lampinen, J.

1998

Modeling of non-stationary process by modular separation of stability and plasticity

Lampinen, J

1998

ISBN: 0-7803-4860-5

Temporal sequence processing with the recurrent, self-organizing map

Varsta, M.; Millan, Jose del R.; Heikkonen, J.; Lampinen, J.

1998

Using Bayesian neural networks to classify forest scenes

Vehtari, Aki; Heikkonen, Jukka; Lampinen, Jouko; Juujärvi, Jouni

1998 in PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE) (SPIE - The International Society of Optical Engineering)

ISBN: 0-8194-2983-X

ISSN: 0277-786X

Forest scene classification: Comparison of classifiers

Vehtari, A.; Juujärvi, J.; Heikkonen, J.; Lampinen, J.

1998

Modelling absorbed dose in ideal cell clusters

Kuronen, A.; Lampinen, J.; Stepanek, J.; Savolainen, S.

1997

Using Background Knowledge in Multilayer Perceptron Learning

Lampinen, J.; Selonen, A.

1997

ISBN: 951-764-145-1

Advances in Neural Network Modeling

Lampinen, J.

1997

Variable Threshold (MOS) - Transistor for Integrated Neural Network Circuits

Rantala, A.; Franssila, S.; Kaski, K.; Lampinen, J.; Åberg, M.

1997

Variable Treshold MOS-Transistors for Integrated Neural Network Circuits

Rantala, A.; Franssila, K.; Kaski, Kimmo; Lampinen, J.; Åberg, M.; Kuivalainen, P.

1997

Experiments on Regularizing (MLP) Models with Background Knowledge

Selonen, A.; Lampinen, J.

1997

Determining the Optimal Structure for Multilayer Self-Organizing Map with Genetic Algorithm

Smolander, S.; Lampinen, J.

1997

Estimating Internal Patient Dose Using a Flexible Anatomical Phantom Based Computer Program

Kuronen, A.; Lampinen, J.; Aschan, C.; Kairemo, K.; Korppi-Tommola, T.; Savolainen, S.

1996

Using Background Knowledge in Neural Network Learning

Selonen, A.; Lampinen, J.; Ikonen, L.

1996

Using External Knowledge in Neural Network Models

Selonen, Arto; Lampinen, Jouko; Ikonen, Leena

1996 in PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE) (SPIE - The International Society for Optical Engineering)

ISBN: 0-8194-2306-8

Multilayer perceptron training with inaccurate derivative information

Lampinen, Jouko; Selonen, Arto

1995

ISBN: 0-7803-2769-1

OPTIMIZATION AND SIMULATION OF QUALITY PROPERTIES IN PAPER MACHINE WITH NEURAL NETWORKS

Lampinen, J; Taipale, O

1994

ISBN: 0-7803-1901-X

WOOD DEFECT RECOGNITION WITH SELF-ORGANIZING FEATURE SELECTION

Lampinen, J; Smolander, S

1994 in PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE) (Spie-int Soc Optical Engineering)

ISBN: 0-8194-1688-6

Feature Extraction by Unsupervised Learning

Oja, E.; Lampinen, J.

1994

Unsupervised Learning for Feature Extraction

Oja, E.; Lampinen, J.

1994

ON CLUSTERING PROPERTIES OF HIERARCHICAL SELF-ORGANIZING MAPS

Lampinen, J.

1992

ISBN: 0-444-89488-8

Feature extractor giving distortion invariant hierarchical feature space

Lampinen, Jouko

1991 in PROCEEDINGS OF THE SOCIETY OF PHOTO-OPTICAL INSTRUMENTATION ENGINEERS (SPIE) (SPIE - The International Society for Optical Engineering)

ISBN: 0819405787

DISTORTION TOLERANT PATTERN-RECOGNITION USING INVARIANT TRANSFORMATIONS AND HIERARCHICAL SOFM CLUSTERING

Lampinen, J

1991

ISBN: 0-444-89178-1

DISTORTION TOLERANT FEATURE-EXTRACTION WITH GABOR FUNCTIONS AND TOPOLOGICAL CODING

Lampinen, J.; Oja, E.

1990

ISBN: 0-7923-0831-X

Projection filters for image and signal restoration

Ogawa, H.; Oja, E.; Lampinen, J.

1989

Scientific books (monographs)

Book (editor)

Advances in Independent Component Analysis and Learning Machines

Bingham, Ella; Kaski, Samuel; Laaksonen, Jorma; Lampinen, Jouko

2015

ISBN: 9780128028063

Publications intended for professional communities

Published development or research report

Auditory attention can decrease sharpness of population-level frequency tuning in the human auditory cortex

Kauramäki, Jaakko; Jääskeläinen, Iiro P.; Hänninen, Jarno L.; Auranen, Toni; Lampinen, Jouko; Sams, Mikko

2009

Auditory attention decreases sharpness of frequency tuning in the human auditory cortex

Kauramäki, Jaakko; Jääskeläinen, Iiro P.; Hänninen, Jarno L.; Auranen, Toni; Lampinen, Jouko; Sams, Mikko

2009

Automatic fMRI-guided MEG multidipole localization for visual responses.

Auranen, T.; Nummenmaa, A.; Vanni, S.; Vehtari, A.; Hämäläinen, M.S.; Lampinen, J.; Jääskeläinen, I.P.

2007

Sparse MEG inverse solutiona via hierarchical Bayesian modeling: Evaluation with a parallel fMRI study

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

2007

Cortically constrained neuromagnitic inverse analysis: structure of Bayesian multidipolar solutions and effects of MEG-MRI coregistration error

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

2006

Inverse estimates of basic auditory and visual MEG responses by hierarchical Variational Bayesian approach

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

2006

Approximate Steerability of Gabor Filters for Feature Detection

Kalliomäki, Ilkka; Lampinen, Jouko

2005

Rao-Blackwellized Particle Filter for Tracking Unknown Number of Targets in Clutter

Särkkä, Simo; Vehtari, Aki; Lampinen, Jouko

2005

Sequential Monte Carlo for Bayesian matching of objects with occlusions

Tamminen, Toni; Lampinen, Jouko

2005

Full Bayesian Analysis of the MEG Inverse Problem with 1 p-norm Priors.

Auranen, T.; Nummenmaa, A.; Hämäläinen, M.S.; Jääskeläinen, I.P.; Lampinen, J.; Vehtari, A.; Sams, M.

2004

A Hierarchical Bayesian Approach in distributed MEG source Modelling

Nummenmaa, A.; Auranen, T.; Hämäläinen, M.S.; Jääskeläinen, I.P.; Lampinen, J.; Sams, M.; Vehtari, A.

2004

Probabilistic methods in multiple target tracking - Review and bibliography

Särkkä, Simo; Tamminen, Toni; Vehtari, Aki; Lampinen, Jouko

2004

Model selection via predictive explanatory power

Vehtari, Aki; Lampinen, Jouko

2004

Brain Oscillatory responses During an Audiovisual Memory Task - a MEG study

Krause, Christina; Möttönen, Riikka; Auranen, Toni; Tiippana, Kaisa; Lampinen, Jouko; Sams, Mikko

2002

Bayesian Input Variable Selection Using Posterior Probabilities and Expected Utilities

Vehtari, Aki; Lampinen, Jouko

2002

Bayesian Input Variable Selection Using Cross-Validation Predictive Densities and Reversible Jump MCMC

Vehtari, Aki; Lampinen, Jouko

2001

Bayesian model assesment and comparison using cross-validation predictive densities

Vehtari, Aki; Lampinen, Jouko

2001

Bayesian Model Assessment and Comparison Using Cross-Validation Predictive Densities

Vehtari, Aki; Lampinen, Jouko

2001

On Bayesian Model Asessment and Choice Using Cross-Validation Predictive Densities

Vehtari, Aki; Lampinen, Jouko

2001

The Effect of Cluster Model in Cellular Level Dose Calculations

Lampinen, J.; Kuronen, A.; Välimäki, P.; Savolainen, S.

1999

Neural Network Systems, Techniques and Applications in Pattern Recognition

Lampinen, J.; Laaksonen, J.; Oja, E.

1997