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Copyright

All publications are retypeset versions of Crown copyright publications with the following copyright statement:

© Crown copyright. Reproduced with the permission of the Controller of HMSO and Queen's Printer for Scotland.

Journal Papers

OPEN Luttrell S P, 1997, A discrete firing event analysis of the adaptive cluster expansion network, Network: Computation in Neural Systems, vol. 7, no.2, pp. 285-290

OPEN Luttrell S P, 1997, Self-organisation of multiple winner-take-all neural networks, Connection Science, vol. 9, no.1, pp. 11-30

OPEN Luttrell S P, 1994, A Bayesian analysis of self-organising maps, Neural Computation, vol. 6, no.5, pp. 767-794

OPEN Luttrell S P, 1994, Partitioned mixture distribution: an adaptive Bayesian network for low-level image processing, IEE Proceedings on Vision, Image,and Signal Processing, vol. 141, no.4, pp. 251-260

OPEN Luttrell S P, 1992, Self-supervised adaptive networks, IEE Proceedings-F, vol. 139, no.6, pp. 371-377

OPEN Luttrell S P, 1991, Code vector density in topographic mappings: scalar case, IEEE Transactions on Neural Networks, vol. 2, no.4, pp. 427-436

OPEN Luttrell S P, 1991, The theory of Bayesian super-resolution of coherent images: a review, International Journal of Remote Sensing, vol. 12, no.2, pp. 303-314

OPEN Luttrell S P, 1990, A Bayesian derivation of an iterative autofocus/super-resolution algorithm, Inverse Problems, vol. 6, no.6, pp. 975-996

OPEN Luttrell S P, 1990, Derivation of a class of training algorithms, IEEE Transactions on Neural Networks, vol. 1, no.2, pp. 229-232

OPEN Luttrell S P and Pritchard J A S, 1989, Rapid acquisition of low signal-to-noise carriers, IEE Proceedings-I, vol. 136, no.1, pp. 100-108

OPEN Luttrell S P, 1989, Hierarchical vector quantisation, IEE Proceedings-I, vol. 136, no.6, pp. 405-413

OPEN Luttrell S P, 1989, Image compression using a multilayer neural network, Pattern Recognition Letters, vol. 10, no.1, pp. 1-7

OPEN Luttrell S P, 1989, The inverse cross section problem for complex data, Inverse Problems, vol. 5, no.1, pp. 35-50

OPEN Luttrell S P, 1988, A maximum entropy approach to sampling function design, Inverse Problems, vol. 4, no.3, pp. 829-841

OPEN Luttrell S P and Oliver C J, 1988, The role of prior knowledge in coherent image processing, Philosophical Transactions of the Royal Society of London Series A, vol. 324, no.??, pp. 397-407

OPEN Luttrell S P, 1987, The use of Markov random field models to derive sampling schemes for inverse texture problems, Inverse Problems, vol. 3, no.2, pp. 289-300

OPEN Luttrell S P, 1986, An optimisation of the Metropolis algorithm for multibit Markov random fields, Inverse Problems, vol. 2, no.2, pp. L15-L17

OPEN Luttrell S P and Oliver C J, 1986, Prior knowledge in synthetic-aperture radar processing, Journal of Physics D: Applied Physics, vol. 19, no.3, pp. 333-356

OPEN Luttrell S P, 1985, The use of transinformation in the design of data sampling schemes for inverse problems, Inverse Problems, vol. 1, no.3, pp. 199-218

OPEN Luttrell S P, 1985, A new method of sample optimisation, Optica Acta, vol. 32, no.3, pp. 255-257

OPEN Luttrell S P, 1985, Prior knowledge and object reconstruction using the best linear estimate technique, Optica Acta, vol. 32, no.6, pp. 703-716

OPEN Delves L M, Pryde G C and Luttrell S P, 1988, A super-resolution algorithm for SAR images, Inverse Problems, vol. 4, no.??, pp. 681-703

Conference Papers

OPEN Luttrell S P, July 2001, A self-organising approach to multiple classifier fusion, Proceedings of 2nd International Workshop on Multiple Classifier Systems (Cambridge, UK), Lecture notes in computer science (Springer-Verlag, ed. Kittler J and Roli F), vol. 2096, pp. 319-328

OPEN Luttrell S P, December 2000, Using stochastic encoders to discover structure in data, Digest of the 5th IMA International Conference on Mathematics in Signal Processing (Warwick, UK), (, ed. ??), vol. , pp. ??-??

OPEN Luttrell S P, December 2000, Invariant stochastic encoders, Digest of the 5th IMA International Conference on Mathematics in Signal Processing (Warwick, UK), (, ed. ??), vol. , pp. ??-??

OPEN Luttrell S P, May 2000, Self-organised discovery of structure in signal manifolds, Proceedings of 2nd DERA Workshop on Sensor Array Signal Processing (DERA Technical Report, DERA/S&E/SPI/TR000349) (Malvern, UK), (, ed. ??), vol. , pp. 88-93

OPEN Luttrell S P, September 1999, An adaptive network for encoding data using piecewise linear functions, Proceedings of 9th International Conference on Artificial Neural Networks (Edinburgh, UK), IEE Conference Publication (, ed. ), vol. , pp. 198-203

OPEN Luttrell S P, July 1997, Optimal response functions in a network of discretely firing neurons, Proceedings of 5th International Conference on Artificial Neural Networks (Cambridge, UK), IEE Conference Publication (, ed. ), vol. , pp. 216-220

OPEN Luttrell S P, July 1997, Partitioned mixture distributions: a first order perturbation analysis, Proceedings of 5th International Conference on Artificial Neural Networks (Cambridge, UK), IEE Conference Publication (, ed. ), vol. , pp. 280-284

OPEN Luttrell S P, July 1997, Partitioned mixture distributions: the dynamical case, Proceedings of 5th International Conference on Artificial Neural Networks (Cambridge, UK), IEE Conference Publication (, ed. ), vol. , pp. 59-63

OPEN Luttrell S P, ?? 1994, The cluster expansion: a hierarchical density model, Proceedings of 14th International Workshop on Maximum Entropy and Bayesian Methods (Cambridge, UK), (Kluwer, ed. Skilling J and Sibisi S), vol. , pp. 269-278

OPEN Luttrell S P, ?? 1994, The partitioned mixture distribution: multiple overlapping density models, Proceedings of 14th International Workshop on Maximum Entropy and Bayesian Methods (Cambridge, UK), (Kluwer, ed. Skilling J and Sibisi S), vol. , pp. 279-286

OPEN Luttrell S P, June 1995, Using self-organising maps to classify radar range profiles, Proceedings of 4th International Conference on Artificial Neural Networks (Cambridge, UK), IEE Conference Publication (, ed. ), vol. , pp. 335-350

OPEN Luttrell S P, November 1993, An adaptive Bayesian network for texture modelling, Proceedings of IEE Seminar on Texture Analysis in Radar and Sonar (London, UK), (, ed. ), vol. , pp. 6/1-6/10

OPEN Luttrell S P, May 1993, An adaptive Bayesian network for low-level image processing, Proceedings of 3rd International Conference on Artificial Neural Networks (Brighton, UK), IEE Conference Publication (, ed. ), vol. , pp. 61-65

OPEN Luttrell S P, April 1992, Adaptive Bayesian networks, Proceedings of SPIE Conference on Adaptive and Learning Systems (Orlando, USA), (, ed. Sadjadi F A), vol. 1706, pp. 140-151

OPEN Luttrell S P, September 1992, Gibbs distribution theory of adaptive n-tuple networks, Proceedings of 2nd International Conference on Artifical Neural Networks (Brighton, UK), (North-Holland, ed. Aleksander I and Taylor J), vol. , pp. 313-316

OPEN Luttrell S P, November 1991, Self-supervised training of hierarchical vector quantisers, Proceedings of 2nd International Conference on Artifical Neural Networks (Bournemouth, UK), IEE Conference Publication (, ed. ), vol. , pp. 5-9

OPEN Luttrell S P, July 1991, A hierarchical network for clutter and texture modelling, Proceedings of SPIE Conference on Adaptive Signal Processing (San Diego, USA), (, ed. Haykin S), vol. 1565, pp. 518-528

OPEN Luttrell S P, October 1989, Hierarchical self-organising networks, Proceedings of 1st International Conference on Artifical Neural Networks (London, UK), IEE Conference Publication (, ed. ), vol. , pp. 2-6

OPEN Luttrell S P, June 1989, Self-organisation: a derivation from first principles of a class of learning algorithms, Proceedings of 3rd International Joint Conference on Neural Networks (Washington DC, USA), (, ed. ), vol. , pp. II/495-II/498

OPEN Luttrell S P, ?? 1988, The use of Bayesian and entropic methods in neural network theory, Proceedings of 8th International Workshop on Maximum Entropy and Bayesian Methods (Cambridge, UK), (Kluwer, ed. Skilling J), vol. , pp. 363-370

OPEN Luttrell S P, July 1988, Self-organising multilayer topographic mappings, Proceedings of 2nd International Conference on Neural Networks (San Diego, USA), (, ed. ), vol. , pp. I/93-I/100

OPEN Luttrell S P, September 1988, Image compression using a neural network, Proceedings of International Geoscience and Remote Sensing Symposium on Remote Sensing: Moving Towards the 21st Century (Edinburgh, UK), (, ed. ), vol. , pp. 1231-1238

OPEN Luttrell S P, May 1987, Markov random fields: a strategy for clutter modelling, Proceedings of the AGARD Conference on Scattering and Propagation in Random Media (Rome, Italy), AGARD Conference Preprint (, ed. ), vol. , pp. 7.1-7.8

OPEN Luttrell S P, April 1987, The use of Markov random field models in sampling scheme design, Proceedings of SPIE Conference on Inverse Problems in Optics (The Hague, The Netherlands), (, ed. Pike R), vol. 808, pp. 182-188

OPEN Luttrell S P, October 1987, Designing Markov random field structures for clutter modelling, Proceedings of International Conference on Radar (London, UK), IEE Conference Publication (, ed. ), vol. , pp. 222-226

OPEN Luttrell S P, October 1987, Markov random field image models of targets and clutter, Proceedings of the 1st US/UK Workshop on Parallel Processing (Shrivenham, UK), (, ed. ), vol. , pp. 786-793

OPEN Pryde G C, Delves L M and Luttrell S P, ?? 1989, The performance of a parallel super-resolution algorithm for synthetic aperture radar images, Proceedings of Conference on Mathematics in Signal Processing (Warwick, UK), ?? (, ed. ), vol. , pp. 739-747

OPEN Pryde G C, Delves L M and Luttrell S P, ?? 1988, A comparative study of the AMT DAP and of transputer array architectures for the super-resolution of synthetic aperture radar images, Proceedings of Conference on Parallel Processing (Manchester, UK), ?? (, ed. ), vol. , pp. 340-350

Book Chapters

OPEN Luttrell S P, 2002, Using stochastic vector quantisers to characterise signal and noise subspaces, in Mathematics in Signal Processing (, Clarendon Press, ed. McWhirter J G and Proudler I K), pp. 193-204

OPEN Luttrell S P, 1999, Self-organised modular neural networks for encoding data, in Combining Artificial Neural Networks: Ensemble and Modular Multi-Net Systems (Perspectives in Neural Computing, Springer-Verlag, ed. Sharkey A J C), pp. 235-263

OPEN Luttrell S P, 1997, A theory of self-organising neural networks, in Mathematics of Neural Networks: Models, Algorithms and Applications (Operations Research/Computer Science Interfaces, Kluwer, ed. Ellacott S W, Mason J C and Anderson I J), pp. 240-244

OPEN Luttrell S P, 2000, The emergence of dominance stripes and orientation maps in a network of firing neurons, in Information Theory and the Brain (, CUP, ed. Baddeley R, Hancock P and Földiák P), pp. 101-121

OPEN Luttrell S P, 1995, Designing analysable networks, in Handbook of Neural Computation (, IOP and OUP, ed. Fiesler E and Beale R), pp. B5.3:1-B5.3:8

OPEN Luttrell S P, 1989, Inference Theory, in Mathematics in Remote Sensing (The Institute of Mathematics and its Applications Conference Series, Clarendon Press, ed. Brooks S R), pp. 205-222

OPEN Luttrell S P and Oliver C J, 1985, Prior knowledge in synthetic aperture radar (SAR) processing, in RSRE Research Review (, RSRE, ed. Grant A J, Jakeman E, and Clarke J), pp. 73-77

DERA/DRA/RSRE Reports

OPEN Luttrell S P, April 2000, Invariance discovery by vector quantisation of noisy data, DERA technical report (Malvern, UK), DERA/S&P/SPI/TR000070

OPEN Luttrell S P, April 2000, Invariance discovery by vector quantisation of noisy data (technical appendix), DERA technical report (Malvern, UK), DERA/S&P/SPI/TR000070

OPEN Luttrell S P, October 1999, A user's guide to stochastic encoder/decoders, DERA technical report (Malvern, UK), DERA/S&P/SPI/TR990290

OPEN Luttrell S P, May 1998, Encoding data from a curved manifold, DERA technical report (Malvern, UK), DERA/S&P/SPI/TR98116

OPEN Luttrell S P, April 1998, A Bayesian analysis of complementary approaches to training self-organising stochastic networks, DERA technical report (Malvern, UK), DERA/CIS/CIS5/TR97165

OPEN Luttrell S P, October 1997, A unified theory of density models and auto-encoders, DERA technical report (Malvern, UK), DERA/CIS/CIS5/TR97303

OPEN Luttrell S P and Webber C J S, September 1997, Spatio-temporal inference theory: final report (1 April 1994-31 March 1997), DERA technical report (Malvern, UK), DRA/CIS(SE1)/651/FUN/STIT/RP/4

OPEN Luttrell S P, October 1996, A self-organising visual cortex network (VICON) for processing data from two imaging sensors, DRA technical report (Malvern, UK), DRA/CIS(SE1)/651/FUN/STIT/RP/3

OPEN Luttrell S P, May 1996, Optimal posterior probabilities for self-organised neural networks, DRA technical report (Malvern, UK), DRA/CIS(SE1)/651/FUN/STIT/RP/1

OPEN Luttrell S P, November 1995, Dynamical partitioned mixture distributions: an introduction, DRA technical report (Malvern, UK), DRA/CIS(SE1)/651/11/RP/4

OPEN Luttrell S P, October 1995, A componential self-organising neural network, DRA technical report (Malvern, UK), DRA/CIS(SE1)/651/11/RP/3

OPEN Luttrell S P, January 1995, Range profile classification using topographic mappings, DRA technical report (Malvern, UK), DRA/CIS(SE1)/651/11/RP/2

OPEN Luttrell S P, January 1995, A self-organising network for processing data from multiple sensors, DRA technical report (Malvern, UK), DRA/CIS(SE1)/651/11/RP/1

OPEN Luttrell S P, February 1994, The use of mixture distributions to model the density of speckled data, DRA technical report (Malvern, UK), DRA/CIS/CBC3/TR94002

OPEN Luttrell S P, July 1993, The application of mixture distributions to the detection of linear anomalies in cluttered images: a preliminary survey, DRA technical report (Malvern, UK), 4787

OPEN Luttrell S P, March 1993, The Markov chain theory of vector quantisers, DRA technical report (Malvern, UK), 4742

OPEN Luttrell S P, August 1992, Partitioned mixture distributions: an introduction, DRA technical report (Malvern, UK), 4671

OPEN Luttrell S P, August 1992, Code vector density in topographic mappings, DRA technical report (Malvern, UK), 4669

OPEN Luttrell S P, December 1991, Self-supervision in multilayer adaptive networks, DRA technical report (Malvern, UK), 4467

OPEN Luttrell S P, November 1990, A trainable texture anomaly detector using the Adaptive Cluster Expansion (ACE) method, RSRE technical report (Malvern, UK), 4437

OPEN Luttrell S P, May 1990, Asymptotic code vector density in topographic vector quantisers, RSRE technical report (Malvern, UK), 4392

OPEN Luttrell S P, December 1989, A Bayesian derivation of an iterative autofocus/super-resolution algorithm, RSRE technical report (Malvern, UK), 4337

OPEN Luttrell S P, September 1987, The complex point spread function of the RSRE SAR, RSRE technical report (Malvern, UK), 4079

OPEN Luttrell S P and Pritchard J A S, July 1986, A compact digital communications system part 1: rapid carrier acquisition, RSRE technical report (Malvern, UK), 3925

OPEN Luttrell S P, June 1985, The implications of Boltzmann-type machines for SAR data processing: a preliminary survey, RSRE technical report (Malvern, UK), 3815

DRA/RSRE Research Notes

OPEN Luttrell S P, December 1992, The detection of linear anomalies in images, DRA technical report (Malvern, UK), CSE1/232

OPEN Luttrell S P, November 1990, A maximum entropy interpretation of random access memory network computations, RSRE technical report (Malvern, UK), SP4/137

OPEN Luttrell S P, March 1990, Error measures in adaptive networks, RSRE technical report (Malvern, UK), SP4/111

OPEN Luttrell S P, February 1990, Vector quantisation of K-distributed data, RSRE technical report (Malvern, UK), SP4/110

OPEN Luttrell S P, February 1990, Bayesian inference on a tree, RSRE technical report (Malvern, UK), SP4/109

OPEN Luttrell S P, October 1989, An EM approach to iterative Bayesian super-resolution with applications to K-distributed data, RSRE technical report (Malvern, UK), SP4/102

OPEN Luttrell S P, October 1989, The Gibbs Machine applied to hidden Markov model problems. Part 1: Basic theory, RSRE technical report (Malvern, UK), SP4/99

OPEN Luttrell S P, April 1987, The relationship between super-resolution and phase imaging of SAR data, RSRE technical report (Malvern, UK), BS1/41

OPEN Luttrell S P, January 1987, A proposal for a new method of calibrating radar sensitivity, RSRE technical report (Malvern, UK), BS1/37

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