# Items where Division is "Aston University (General)" and Year is 1997

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**28**.

## Article

Freeman, Jason and Saad, David
(1997).
Dynamics of on-line learning in radial basis function networks.
*Physical Review E*, 56
(1),
pp. 907-918.

Freeman, Jason and Saad, David
(1997).
On-line learning in radial basis functions networks.
*Neural Computation*, 9
(7),
pp. 1601-1622.

Goldberg, Paul W., Williams, Christopher K. I. and Bishop, Christopher M.
(1997).
Regression with input-dependent noise: A Gaussian process treatment.
*Advances in Neural Information Processing Systems*, 10
,
pp. 493-499.

Rattray, Magnus and Saad, David
(1997).
Globally optimal on-line learning rules for multi-layer neural networks.
*Journal of Physics A: Mathematical and General*, 30
(22),
L771-L776.

Saad, David and Rattray, Magnus
(1997).
Globally optimal parameters for on-line learning in multilayer neural networks.
*Physical Review Letters*, 79
(13),
pp. 2578-2581.

West, Ansgar H. L. and Saad, David
(1997).
Threshold-induced phase transitions in perceptrons.
*Journal of Physics A: Mathematical and General*, 30
(10),
pp. 3471-3496.

West, Ansgar H. L., Saad, David and Nabney, Ian T.
(1997).
The learning dynamics of a universal approximator.
*Advances in Neural Information Processing Systems*, 9
,
pp. 288-294.

West, Ansgar H.L. and Saad, David
(1997).
On-line learning with adaptive back-propagation in two-layer networks.
*Physical Review E*, 56
(3),
pp. 3426-3445.

Williams, Christopher K. I., Revow, Michael and Hinton, Geoffrey E.
(1997).
Instantiating deformable models with a neural net.
*Computer Vision and Image Understanding*, 68
(1),
pp. 120-126.

## Book Section

Bishop, Christopher M., Hinton, Geoffrey E. and Strachan, Iain G. D.
(1997).
*GTM through time.*
IN: Fifth International Conference on Artificial Neural Networks.
Cambridge, US: IEEE.

Bishop, Christopher M. and Qazaz, Cazhaow S.
(1997).
*Regression with input-dependent noise: A Bayesian treatment.*
IN: Advances in Neural Information Processing Systems 9.
Mozer, Michael C.; Jordan, Michael I. and Petsche, Thomas (eds)
Proceeding of the 1996 conference, 9
.
SGP: MIT.

Bishop, Christopher M., Svens'en, Markus and Williams, Christopher K. I.
(1997).
*Magnification factors for the GTM algorithm.*
IN: Fifth International Conference on Artificial Neural Networks.
Cambridge, UK: IEEE.

McLachlan, Alan
(1997).
*An improved novelty criterion for resource allocating networks.*
IN: Fifth International Conference on Artificial Neural Networks.
Conference publication, 440
.
IEEE.

Saad, David and Solla, Sara A.
(1997).
*On-line learning in multilayer neural networks.*
IN: Proceedings of the first international conference on mathematics of neural networks : models, algorithms and applications: models, algorithms and applications.
Oxford: Kluwer.

Vivarelli, Francesco and Williams, Christopher K. I.
(1997).
*Using Bayesian neural networks to classify segmented images.*
IN: Fifth International Conference on Artificial Neural Networks.
Cambridge, UK: Aston University.

West, Ansgar H L and Saad, David
(1997).
*Capacity of the upstart algorithm.*
IN: Mathematics of Neural Networks: Models, Algorithms and Applications.
Ellacott, Stephen W.; Mason, John C. and Anderson, Iain J. (eds)
Oxford: Kluwer.

Williams, Christopher K. I.
(1997).
*Regression with Gaussian processes.*
IN: Mathematics of neural networks.
Ellacott, Stephen W.; Mason, John C. and Anderson, Iain J. (eds)
Operations Research/Computer Science Interfaces Series
.
Kluwer.

## Monograph

Bishop, Christopher M., Svens'en, M., Williams, Christopher K. I., von der Malsburg, C., von Selen, W., Vorbruggen, J. C. and Sendhoff, B.
(1997).
*GTM: A principled alternative to the self-organizing map.*
Technical Report.
Aston University, Birmingham.

Tipping, Michael E. and Bishop, Christopher M.
(1997).
*Probabilistic principal component analysis.*
Technical Report.
Aston University, Birmingham.

Williams, Christopher K. I.
(1997).
*Combining spatially distributed predictions from neural networks.*
Technical Report.
Aston University, Birmingham B4 7ET, UK.

Williams, Christopher K. I. and Barber, David
(1997).
*Bayesian classification with Gaussian processes.*
Technical Report.
Aston University, Birmingham.
(Unpublished)

Zhu, Huaiyu, Williams, Christopher K. I., Rohwer, Richard and Morciniec, Michal
(1997).
*Gaussian regression and optimal finite dimensional linear models.*
Technical Report.
Aston University, Birmingham.

## Conference or Workshop Item

Bishop, Christopher M., Svens'en, Markus and Williams, Christopher K. I.
(1997).
Magnification factors for the SOM and GTM algorithms.
IN: *Proceedings 1997 Workshop on Self-Organizing Maps*. 1997-06-04 - 1997-06-06.

## Thesis

Chadbourn, Gavin A.
(1997).
*Chloride resistance and durability of cement paste and concrete containing metakaolin.*
PHD thesis, Aston University.

Charnock, Thomas W.
(1997).
*GIS linked environmental process models.*
PHD thesis, Aston University.

Hartley, C.B.
(1997).
*Substances hazardous to health:the nature of the expertise associated with competent risk assessment.*
PHD thesis, Aston University.

Peker, Bena Gul
(1997).
*An Ethnography in Turkish Higher Education: A Collaborative Research Based Approach to Teacher Empowerment (CORBATE).*
PHD thesis, Aston University.

Pisolkar, Ellen M.
(1997).
*The biological monitoring of impact and recovery in streams following pollution incidents.*
PHD thesis, Aston University.