J. Larsen, C. Svarer, L. Nonboe Andersen and L.K. Hansen
Adaptive Regularization in Neural Network Modeling
to appear in G.B. Orr, K. Müller (eds.),
Neural Networks: Tricks of the Trade,
Lecture Notes in Computer Science 1524, Germany: Springer-Verlag, 1998.
Keywords: Regularization, Generalization.
[abstract (txt)]
[paper (ps.Z)]
Lars Kai Hansen and Jan Larsen
Source Separation in
Short Image Sequences using Delayed Correlation
in Proc. of NORSIG'98, Vigsø, Denmark, pp.
253-256, ISBN-87-985750-8-2, June
1998.
Keywords: ICA, PCA, Image sequences
[abstract]
[paper
(ps.Z)]
Jan Larsen, Lars Nonboe Andersen, Mads Hintz-Madsen and Lars Kai Hansen
Design of Robust Neural Network Classifiers
in Proceedings of ICASSP'98, vol. 2, pp. 1205-1208, Seattle, USA, 1998.
.
Keywords: Robustness, Outliers, Classification, Regularization, Neural
Networks
[abstract]
[paper
(ps.Z)]
Cyril Goutte and Jan Larsen
Adaptive Regularization of Neural Networks Using Conjugate
Gradient
in Proceedings of ICASSP'98, vol. 2, pp. 1201-1204, Seattle, USA, 1998.
Keywords: Regularization, Neural Networks, Conjugate Gradient
[abstract]
[paper
(ps.Z)]
F.Å. Nielsen and L.K. Hansen
Neuroinformatics based on VRML
to appear in Proceedings of the 4th Int. Conf. on Functional Mapping of
the Human Brain, Montreal, June 1998.
Keywords: neuroinformatics, VRML, visualization.
[abstract (ps.gz)]
F.Å. Nielsen, L.K. Hansen and
S. Strother
Canonical Ridge Analysis with Ridge Parameter Optimization
to appear in Proceedings of the 4th Int. Conf. on Functional Mapping of
the Human Brain, Montreal, June 1998.
Keywords: multivariate linear models.
[abstract (ps.gz)]
C. Goutte, F.Å. Nielsen, C. Svarer,
E. Rostrup, L.K. Hansen
Space-time analysis of fMRI by feature space clustering
Proceedings of the 4th Int. Conf. on Functional Mapping of
the Human Brain (Montreal, june 1998), NeuroImage 7:4,
part 2, S610
Keywords: fMRI, feature extraction, clustering.
[abstract
(ps.gz)]
[poster
(ps.gz)]
C. Goutte, L.K. Hansen, R. Savoy,
S.C. Strother
Delay analysis of fMRI time series
Proceedings of the 4th Int. Conf. on Functional Mapping of
the Human Brain (Montreal, June 1998), NeuroImage 7:4,
part 2, S611
Keywords: fMRI, delay extraction, FIR modelling.
[abstract
(ps.gz)]
[poster
(ps.gz)]
C. Goutte, J. Larsen
Adaptive Metric Kernel Regression
Neural Networks for Signal Processing VIII--Proceedings of
the 1998 IEEE workshop (Cambridge UK, Sept. 1998), pp. 184-193.
Keywords: Kernel regression, cross-validation.
[paper
(ps.gz)]
[abstract]
C. Goutte, J. Larsen
Optimal Cross-Validation Split Ratio: Experimental Investigation
Proceedings of ICANN98 (Skövde, Sweden, Sept. 1998), pp. 681-686.
Keywords: Cross-validation, split ratio.
[paper
(ps.gz)]
[abstract]
M. Hintz-Madsen,
L.K. Hansen, J. Larsen, M.W. Pedersen & M. Larsen
Neural Classifier Construction using Regularization, Pruning and Test Error
Estimation
to apear in Neural Networks, 1998.
Keywords: Classification, Pattern Reocgnition, Neural Networks, Regularization,
Generalization
[abstract]
[paper
(ps.Z)]
L.K. Hansen, J. Larsen, F.Å. Nielsen,
S.C. Strother, E. Rostrup, R. Savoy, N. Lange, J. Sidtis, C. Svarer, O.B. Paulson
Generalizable Patterns in Neuroimaging:
How Many Principal Components?
accepted for publication in NeuroImage, 1999.
Keywords: Unsupervised Learning, Generalization, Brain Imaging, functional
Magnetic Resonance Imaging
[abstract]
[paper
(ps.gz)]
C. Goutte, P. Toft, E.
Rostrup, F.Å. Nielsen and L.K. Hansen
On clustering fMRI time series
to appear in NeuroImage.
also Technical Report IMM-REP-1998-11
Keywords: Clustering, K-means, Hierarchical clustering, fMRI time series,
Cross-correlation
[abstract]
[paper
(ps.gz)]
C. Goutte
Extraction of the Relevant Delays for Temporal Modelling
Technical Report IMM-REP-1998-12, submitted for publication, August 1998.
Keywords: Time series, system identification, generalisation, feature
selection
[abstract]
[paper
(ps.gz)]
J.A. Benediktsson, J. Larsen, J.R. Sveinsson & L.K. Hansen
Optimized Combination, Regularization, and Pruning in Parallel
Consensual Neural Networks
in Proceedings of European Symposium on Remote Sensing, vol. 3500,
Barcelona, Spain, 21-25, Sept. 1998.
Keywords: Ensemble network, regularization, pruning, remote sensing
[abstract]
[paper
(ps.gz)]
Cyril Goutte
Behaviour in 0 of the Neural Networks Training Cost
Neural Processing Letters, vol. 8, num. 2, pp. 107-116,
Kluwer Academic Publishers.
Keywords: training cost derivatives, neural networks training,
numerical optimisation, regularisation
[abstract]
[paper
(ps.gz)]