Title: | Analysis, Visualization and Metaanalysis of Neuroimages
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Institution: | Section for Digital Signal Processing
Department of Mathmatical Modelling
Technical University of Denmark
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Supervisors: | Lars Kai Hansen, MSc, lic. scient (PhD)
Jan Larsen, MScEE, PhD
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Address: | Department of Mathematical Modelling, Building 321
Technical University of Denmark
DK-2800 Lyngby
Denmark
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Period: | 1998 April - 2001 March (planned)
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Keywords: |
Neuroinformatics, functional neuroimaging, VRML, meta-analysis, neural networks, visualization
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Goal: |
The goal of my project is to build new tools that will help other researchers to interpret
functional neuroimages from e.g. PET and fMRI scanners.
These new tools are analysis and visualization methods and software.
My project is divided into three parts:
- Analysis, where I will develop new analysis methods and programs
for functional neuroimages
with (multivariate) linear and non-linear (neural network) models.
- Visualization, where I will develop programs to render functional neuroimage
results with the Virtual Reality Modeling Language (VRML) potentially to form
interactive, hyperlinked and collaborative visualizations.
- Meta-analysis, where I will develop methods and programs to deal with multiple
functional neuroimaging studies mainly by using the BrainMap database.
The term neuroinformatics has been used to denote these fields.
More can be read in the
Ph.D.-studyplan (in Danish)
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Method of research: |
My method of research consists mostly of litterature studies, mathematical derivations,
computer programming (mainly and Matlab) and construction of VRML-models.
Most of my computer programming is published within a day on the internet.
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Status and results: |
Some of the functional neuroimages analyses has been programmed into the
so-called "lyngby" toolbox
that is distributed freely via the Internet.
An other toolbox called "brede"
is being programmed to handle both meta-analysis and the
construction of VRML-models for the visualization of functional neuroimages.
This toolbox has not yet been distributed.
Several of the VRML visualizations and images are available at the site
http://hendrix.imm.dtu.dk.
More specifically I have been working with regularized canonical correlation analysis for
functional neuroimaging and neural network models for fMRI time series.
Halfyear report: 1999 winter (in Danish),
1999 autumn (in Danish)
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Papers: |
Primary papers and abstracts:
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Modeling of BrainMap data, 1999 May.
Submitted to Neural Information Processing Systems
Finn Årup Nielsen, Lars Kai Hansen
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Artificial Neural Network Model for fMRI timeseries
and a Framework for Comparison of Convolution Models, 1999 January.
FIFTH INTERNATIONAL CONFERENCE ON FUNCTIONAL MAPPING OF THE HUMAN BRAIN
Finn Årup Nielsen, Cyril Goutte, Lars Kai Hansen
NeuroImage, 1999, June,
S173
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"lyngby" - a modeler's Matlab toolbox for spatio-temporal
analysis of functional neuroimages, 1999 January.
FIFTH INTERNATIONAL CONFERENCE ON FUNCTIONAL MAPPING OF THE HUMAN BRAIN
Lars Kai Hansen, Finn Årup Nielsen, Peter Toft, Matthew G. Liptrot,
Cyril Goutte, Stephen C. Strother, Nick Lange, Anders Gade, David A. Rottenberg,
Olaf B. Paulson
NeuroImage, 1999, June,
S241
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Canonical Ridge Analysis with Ridge Parameter Optimization, 1998 January.
FOURTH INTERNATIONAL CONFERENCE ON FUNCTIONAL MAPPING OF THE HUMAN BRAIN
Finn Årup Nielsen, Lars Kai Hansen, Stephen C. Strother.
Arthur W. Toga, Richard S.J.Frackowiak, John C. Mazziotta (eds),
T. Paus, A. Gjedde, A. Evans (suppl eds),
NeuroImage, S758, Volume 7, Number 4, 1998, May, Part 2 of 3
Principal author and investigator
This material has been published in NeuroImage, 7, 4, 1998 May, Part 2 of 3,
the only definitive repository of the content that has been certified and accepted
after peer review. Copyright and all rights therein are retained by Academic Press.
This material may not be copied or reposted without explicit permission
(Copyright (c) 1998 by Academic Press)
IDEAL
Other papers available:
journal articles,
conference articles and abstracts
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