# Items where Division is "Aston University (General)" and Year is 1998

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**17**.

## Article

Bishop, Christopher M., Svensén, Markus and Williams, Christopher K. I.
(1998).
Developments of the generative topographic mapping.
*Neurocomputing*, 21
(1-3),
pp. 203-224.

Bishop, Christopher M. and Tipping, Michael E.
(1998).
A hierarchical latent variable model for data visualization.
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 20
(3),
pp. 281-293.

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.

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.

Williams, Christopher K. I. and Barber, David
(1998).
Bayesian classification with Gaussian processes.
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 20
(12),
1342 -1351.

## Book Section

Opper, Manfred
(1998).
*On the annealed VC entropy for margin classifiers: A statistical mechanics study.*
IN: Advances in Kernel Methods - Support vector learning.
Scholkopf, Bernhard; Burges, Christopher J. C. and Smola, Alexander J. (eds)
Cambridge, MA: MIT.

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.

Rattray, Magnus and Shapiro, Jon
(1998).
*Noisy fitness evaluation in genetic algorithms and the dynamics of learning.*
IN: Foundations of genetic algorithms: 4th workshop : revised papers.
Belew, Richard and Vose, Michael (eds)
San Francisco: Morgan Kaufmann.

Wright, W. A.
(1998).
*Neural network regression with input uncertainty.*
IN: Proceedings of the 1998 IEEE Signal Processing Society Workshop, Neural Networks for Signal Processing VIII, 1998.
Cambridge, UK: IEEE.

## Monograph

Bishop, Christopher M., Svensén, Markus and Williams, Christopher K. I.
(1998).
*GTM: the generative topographic mapping.*
Technical Report.
Aston University, Birmingham.

## Conference or Workshop Item

Bennett, David, Vaidya, Kirit and Zhao, Hongyu
(1998).
Technology transfer and competitive operations:the valuation and collaboration questions.
IN: *EurOMA Workshop on International Operations*. 1998-03-31.
(Unpublished)

Feng, Xiaojuan and Williams, Christopher K. I.
(1998).
Training Bayesian networks for image segmentation.
IN: *Proceedings of SPIE vol 3457*. 1998-09-24 - 1998-09-24.

## Thesis

Al-Anzi, Hamdan
(1998).
*Mass transfer characteristics of two-aqueous-phase liquid-liquid mixtures.*
PHD thesis, Aston University.