# Items where Division is "College of Engineering & Physical Sciences > Systems analytics research institute (SARI)" and Year is 1998

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**22**.

## Article

Basu, C., Canali, C.M., Kravtsov, V.E. and Yurkevich, I.V.
(1998).
Level curvature distribution and the structure of eigenfunctions in disordered systems.
*Physical Review B*, 57
(22),
pp. 14174-14191.

Kabashima, Yoshiyuki and Saad, David
(1998).
Belief propagation vs. TAP for decoding corrupted messages.
*Europhysics Letters*, 44
(5),
pp. 668-674.

Rattray, Magnus and Saad, David
(1998).
Globally optimal on-line learning rules.
*Advances in Neural Information Processing Systems*, 10
,
pp. 322-328.

Rebollo - Neira, Laura, Constantinides, Anthony G. and Stathaki, Tania
(1998).
Signal representation for compression and noise reduction through frame-based wavelets.
*IEEE Transactions on Signal Processing*, 46
(3),
pp. 587-597.

Rebollo - Neira, Laura, Plastino, A. and Fernandez-Rubio, J.
(1998).
On the q=1/2 non-extensive maximum entropy distribution.
*Physica A*, 258
(3-4),
pp. 458-465.

Rebollo - Neira, Laura, Plastino, A. and Fernandez-Rubio, J.
(1998).
A non-extensive maximum entropy based regularization method for bad conditioned inverse problems.
*Physica A*, 261
(3-4),
pp. 555-568.

Saad, David and Rattray, Magnus
(1998).
Globally optimal learning rates in multilayer neural networks.
*Philosophical Magazine Part B*, 77
(5),
pp. 1523-1530.

Saad, David and Rattray, Magnus
(1998).
Learning with regularizers in multilayer neural networks.
*Physical Review E*, 57
(2),
pp. 2170-2176.

West, Ansgar H.L. and Saad, David
(1998).
The role of biases in on-line learning of two-layer networks.
*Physical Review E*, 57
(3),
pp. 3265-3291.

## Book Section

Azzouzi, Mehdi and Nabney, Ian T.
(1998).
*Analysing time series structure with hidden Markov models.*
IN: Proceedings of the 1998 IEEE Signal Processing Society Workshop, Neural Networks for Signal Processing VIII, 1998.
Constantinides, Tony; Kung, S. Y.; Niranjan, Mahesan and Wilson, Elizabeth (eds)
Proceedings of the 1998 IEEE Signal Processing Society Workshop, 8
.
Cambridge, UK: IEEE.

Lesch, Ragnar H. and Lowe, David
(1998).
*Towards a framework for combining stochastic and deterministic descriptions of nonstationary financial time series.*
IN: Proceedings of the 1998 IEEE Signal Processing Society Workshop Neural Networks for Signal Processing VIII, 1998.
Constantinides, Tony; Kung, S. Y.; Niranjan, Mahesan and Wilson, Elizabeth (eds)
Proceedings of the 1998 IEEE Signal Processing Society Workshop, 8
.
Cambridge, UK: IEEE.

Rattray, Magnus and Saad, David
(1998).
*Transients and asymptotics of natural gradient learning.*
IN: Proceedings of the 8th International Conference on Artificial Neural Networks.
Niklasson, L.; Boden, M. and Ziemke, T. (eds)
Springer.

Rattray, Magnus and Saad, David
(1998).
*The dynamics of matrix momentum.*
IN: Proceedings of the 8th International Conference on Artificial Neural Networks.
Niklasson, Lars F.; Boden, Mikael B. and Ziemke, Tom (eds)
Springer.

## Monograph

Azzouzi, Mehdi and Nabney, Ian T.
(1998).
*Delay estimation for multivariate time series.*
Technical Report.
Aston University, Aston University, Birmingham, UK.

Cornford, Dan
(1998).
*Flexible Gaussian process wind field models.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan
(1998).
*Non-zero mean Gaussian process prior wind field models.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan
(1998).
*Random field models and priors on wind.*
Technical Report.
Aston University, Birmingha.

Cornford, Dan and Nabney, Ian T.
(1998).
*NEUROSAT: an overview.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan, Nabney, Ian T. and Williams, Christopher K. I.
(1998).
*Bayesian inference for wind field retrieval.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan, Nabney, Ian T., Williams, Christopher K. I., Kearns, Michael S., Solla, Sara A. and Cohn, David A.
(1998).
*Adding constrained discontinuities to Gaussian process models of wind fields.*
Technical Report.
Aston University, Birmingham.

Cornford, Dan, Ramage, Guillaume and Nabney, Ian T.
(1998).
*A scatterometer neural network sensor model with input noise.*
Technical Report.
Aston University, Birmingham.

Evans, David J., Cornford, Dan and Nabney, Ian T.
(1998).
*Structured neural network modelling of multi-valued functions for wind retrieval from scatterometer measurements.*
Technical Report.
Aston University, Birmingham.