Engineering & Applied Science

  • School of Engineering and Applied Science, Aston University

    B4 7ET Birmingham

    United Kingdom

Research Output 1977 2020

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Chapter
1998

Analysing time series structure with hidden Markov models

Azzouzi, M. & Nabney, I. T., 2 Sep 1998, Proceedings of the 1998 IEEE Signal Processing Society Workshop, Neural Networks for Signal Processing VIII, 1998. Constantinides, T., Kung, S. Y., Niranjan, M. & Wilson, E. (eds.). Cambridge, UK: IEEE, Vol. 8. p. 402-408 7 p. (Proceedings of the 1998 IEEE Signal Processing Society Workshop).

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
File
Hidden Markov models
Time series
Drilling
Oils

The dynamics of matrix momentum

Rattray, M. & Saad, D., 1 Sep 1998, Proceedings of the 8th International Conference on Artificial Neural Networks. Niklasson, L. F., Boden, M. B. & Ziemke, T. (eds.). Springer, Vol. 1. p. 183-188 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
File
momentum
matrices
Newton methods
statistical mechanics
education

Towards a framework for combining stochastic and deterministic descriptions of nonstationary financial time series

Lesch, R. H. & Lowe, D., 2 Sep 1998, Proceedings of the 1998 IEEE Signal Processing Society Workshop Neural Networks for Signal Processing VIII, 1998. Constantinides, T., Kung, S. Y., Niranjan, M. & Wilson, E. (eds.). Cambridge, UK: IEEE, Vol. 8. p. 587-596 10 p. (Proceedings of the 1998 IEEE Signal Processing Society Workshop).

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
File
Financial time series
Generator
Normal distribution
Non-stationary time series
Empirical results

Transients and asymptotics of natural gradient learning

Rattray, M. & Saad, D., 1 Sep 1998, Proceedings of the 8th International Conference on Artificial Neural Networks. Niklasson, L., Boden, M. & Ziemke, T. (eds.). Springer, Vol. 1. p. 165-170 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
File
Statistical mechanics
Feedforward neural networks
1997

Capacity of the upstart algorithm

West, A. H. L. & Saad, D., 1997, Mathematics of Neural Networks: Models, Algorithms and Applications. Ellacott, S. W., Mason, J. C. & Anderson, I. J. (eds.). Oxford: Kluwer, p. 372-378 7 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
File
replicas
broken symmetry
slopes
decay

Negative penalty 10 Gb/s all optical wavelength conversion in an integrated amplifier/DFB laser

Stephens, M. F. C., Penty, R. V., White, I. H., Asghari, M. & [No Value], A. (ed.), 1997, Proceedings of the 1997 11th International Conference on Integrated Optics and Optical Fibre Communications and 23rd European Conference on Optical Communications, IOOC-ECOC'97. IEE, p. 265-268 4 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

penalties
amplifiers
wavelengths
lasers

On-line learning in multilayer neural networks

Saad, D. & Solla, S. A., 1997, Proceedings of the first international conference on mathematics of neural networks : models, algorithms and applications: models, algorithms and applications. Oxford: Kluwer

Research output: Chapter in Book/Report/Conference proceedingChapter

File
Multilayer neural networks
Students
Neural networks

Practical assessment of neural network applications

Nabney, I. T., Paven, M. J. S., Eldridge, R. C. & Lee, C., 1997, SafeComp 97: Proceedings of the 16th International Conference on Computing Safety, Reliability and Security. Daniel, P. (ed.). London: Springer, p. 357-368 12 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

File
Neural networks
Standardization
Pattern recognition
1996

Adaptive back-propagation in on-line learning of multilayer networks

West, A. H. L. & Saad, D., 1996, Proceedings of the neural information processing systems. Touretzky, D. S., Mozer, M. C. & Hasselmo, M. E. (eds.). Boston: MIT, Vol. 8.

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
File
Backpropagation
Multilayers
Statistical mechanics
Backpropagation algorithms
Adaptive algorithms

Tracking of non-stationary time-series using resource allocating RBF networks

McLachlan, A. & Lowe, D., 10 Apr 1996, EMCSR 1996 13th European meeting on cybernetics and systems research: April 9-12 1996 at the University of Vienna, Austria. Trappl, R. (ed.). Vienna: Austrian Society for Cybernetic Studies, p. 1066-1071 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

resources
education
Kalman filters
electricity
plastic properties
1995

A novel neural network technique for exploratory data analysis

Lowe, D. & Tipping, M. E., 1995, Proceedings of International Conference on Artificial Neural Networks '95. Paris: EC2 et Cie, Vol. 1. p. 339-344 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Data visualization
Feature extraction
Neural networks

Modelling conditional probability distributions for periodic variables

Nabney, I. T. & Bishop, C. M., 1995, Proceedings International Conference on Artificial Neural Networks ICANN'95. Fougelman-Soulie, F. & Gallinari, P. (eds.). Paris (FR): EC2 et Cie, Vol. 2. p. 209-214 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Conditional probability
Conditional Distribution
Probability Distribution
Satellite Remote Sensing
Conditional Density

Modelling conditional probability distributions for periodic variables

Nabney, I. T., Bishop, C. M. & Legleye, C., 26 Jun 1995, Fourth International Conference on Artificial Neural Networks. IEEE, Vol. 4. p. 177-182 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
File
Probability distributions
Remote sensing
Radar
Satellites

Modelling of non-stationary processes using radial basis function networks

Lowe, D. & McLachlan, A., 26 Jun 1995, Proceedings of the 4th IEE International Conference on Artificial Neural Networks. Cambridge: IEEE, p. 300-305 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
File
Radial basis function networks
Neural networks
Extended Kalman filters
Parameter estimation
Time series

Nonlinear phenomena in optical fibres

Doran, N., 4 Apr 1995, Nonlinear optical materials and devices for applications in information technology. Miller, A., Daino, K. R. W. . B., Miller, A., Welford, K. R. & Daino, B. (eds.). Kluwer, p. 75-102 28 p. (NATO Science Series: E NATO ASI series. Series E, Applied sciences).

Research output: Chapter in Book/Report/Conference proceedingChapter

1991

Rule induction for data exploration

Nabney, I. T. & Grasl, O., 1991, Proceedings of Avignon 91: Expert systems and their applications. EC2 et Cie, Vol. 1. p. 329-341 13 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Cluster analysis
Learning systems
Experiments

The use of expert systems in demand forecasting

Sweeney, E. T., 1991, Integration and management of technology for manufacturing. Robson, E. H., Ryan, H. M. & Wilcock, D. (eds.). p. 47-54 8 p. (IEE Management of Technology Series).

Research output: Chapter in Book/Report/Conference proceedingChapter

Open Access
1985

Solid phase epitaxial regrowth of ion implanted silicon on sapphire using rapid thermal annealing

Hodge, A. M., Chew, N. G. & Cullis, A. G., 1985, Energy beam-solid interactions and transient thermal processing/1984 : symposium : Fall meeting : papers . Biegelsen, D. K., Rozgony, G. A. & Shank, C. V. (eds.). Pittsburgh, Vol. 35. p. 393-399 7 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

silicon films
solid phases
sapphire
annealing
silicon