amos storkey

publications

Theses, conferences and papers

For a djvu viewer go to djvuzone. Also, see my Terms for Reviewing if you wish me to review a paper.

2011

Storkey, A.J. (2011) Machine Learning Markets. In Proceedings of AI and Statistics 2011.

Reichert D.P., P. Series and A.J. Storkey (2011) A Hierarchical Generative Model of Recurrent Object-Based Attention in the Visual Cortex. In Proceedings of ICANN 2011

Dai A. and A.J. Storkey (2011) The Grouped Author-Topic Model for Unsupervised Entity Resolution. In Proceedings of ICANN 2011.

Murray L. and A.J. Storkey (2011) Particle smoothing in continuous time: a fast approach via density estimation. IEEE Transactions in Signal Processing 59 3, 1017-1026.

Toussaint M., A.J. Storkey, S. Harmeling (2011) Expectation-Maximization methods for solving (PO)MDPs and optimal control problems. In Silvia Chiappa, David Barber (Eds.): Inference and Learning in Dynamic Models, Cambridge University Press.

Clayden J.D., A.J. Storkey, S. Munoz Maniega and M.E. Bastin (2009) Reproducibility of tract segmentation between sessions using an unsupervised modelling-based approach. Neuroimage 45, 377-385.

2010

Reichert D.P., P. Series and A.J. Storkey (2010) Hallucinations in Charles Bonnet Syndrome Induced by Homeostasis: a Deep Boltzmann Machine Model. In J. Lafferty and C. K. I. Williams and J. Shawe-Taylor and R.S. Zemel and A. Culotta (Eds) Advances in Neural Information Processing Systems 23 (NIPS2010), 2020-2028.

Agakov F.V., P. McKeigue, J. Krohn and A.J. Storkey (2010) Sparse Instrumental Variables (SPIV) for Genome-Wide Studies. In J. Lafferty and C. K. I. Williams and J. Shawe-Taylor and R.S. Zemel and A. Culotta (Eds) Advances in Neural Information Processing Systems 23 (NIPS2010), 28-36.

2009

Storkey, A.J. (2009) When training and test sets are different: characterising learning transfer. In Dataset Shift in Machine Learning, Eds Candela, Sugiyama, Schwaighofer, Lawrence. MIT Press.

2008

Bastin, M., J.P. Piatowski, A.J. Storkey, L.J. Brown, A.M. Maclullich and J.D. Clayden (2008) Tract shape modelling provides evidence of topological change in corpus callosum genu during normal ageing. Neuroimage 43: 20-28

Murray, L. and A.J. Storkey (2008) Continuous Time Particle Filtering for fMRI. NIPS 2007.

Williams, B., M. Toussaint and A.J. Storkey (2008) Modelling motion primitives and their timing in biologically executed movements. Accepted for presentation NIPS 2007.

2007

Clayden, J.D., A.J. Storkey and M.E. Bastin (2007). A Probabilistic Model-based Approach to Consistent White Matter Tract Segmentation . IEEE Transactions on Medical Imaging In Press.

Williams, B., M. Toussaint and A.J. Storkey (2007) A primitive based generative model to infer timing information in unpartitioned handwriting data, Proceedings of IJCAI 2007. Pdf, djvu.

Storkey, A.J., E. Simonotto, H. Whalley, S. Lawrie, L. Murray and D. McGonigle (2007) Learning structural equation models for fMRI. In Advances in Neural Information Processing Systems 19 (NIPS2006). Pdf, Djvu.

Storkey A.J., M. Sugiyama (2007) Mixture regression for covariate shift. In Advances in Neural Information Processing Systems 19 (NIPS2006). Pdf, djvu.

Clayden, J.D., A.J. Storkey and M.E. Bastin (2007) A probabilistic model-based approach to consistent white matter tract segmentation. Proceedings of the ISMRM 15th Scientific Meeting and Exhibition.

2006

M. Toussaint, S. Harmeling and A.J. Storkey (2006) Probabilistic inference for solving (PO)MDPs. Informatics Research Report 0934. Pdf, djvu.

Clayden, J.D., M.E. Bastin and A.J. Storkey (2006). Improved segmentation reproducibility in group tractography using a quantitative tract similarity measure. Neuroimage 33(2):482-92. Pdf, djvu.

Williams, B., M. Toussaint and A.J. Storkey (2006) Extracting motion primitives from natural handwriting Data. Proceedings of the International Conference on Artificial Neural Networks. Pdf (436K), djvu (131K).

M. Toussaint and A.J. Storkey (2006) Probabilistic inference for solving discrete and continuous state Markov Decision Processes. Accepted for publication in Proceedings of 23nd International Conference on Machine Learning (ICML 2006). Postscript (1MB), gzipped postscript (290K), pdf (443K), djvu (135K).

Clayden, J.D., M. E. Bastin and A.J. Storkey (2006) Neighbourhood tractography: a new approach to seed point placement for group fibre tracking. Proceedings of the British Chapter of the ISMRM.

Clayden, J.D., M. E. Bastin and A.J. Storkey (2006) Automated assessment of tract similarity in group diffusion MRI data. Proceedings of the ISMRM 14th Scientific Meeting and Exhibition.

2004

Duncan, H., A. Bundy, J. Levine, A.J. Storkey and M. Pollet (2004) The use of data mining for the automatic formation of tactics. Proceedings of the Workshop on Computer-Supported Mathematical Theory Development held at the Second International Joint Conference on Automated Reasoning (IJCAR-04), Cork.

Storkey, A.J and M. Allan (2004) Cosine transform priors for enhanced decoding of compressed images. Proceedings of Fifth International Conference on Intelligent Data Engineering and Automated Learning (IDEAL2004). Postscript (2317K), gzipped postscript (791K), pdf (153K), gzipped pdf (120K), djvu (94K).

Williams, C.K.I., A.J. Storkey, N.C. Hambly, R.G. Mann (2004) Cleaning Astronomical Databases using Hough Transforms and Renewal Strings. In Proceedings of the Mathematical Methods in Scattering Theory and Biomedical Technology, 6

Storkey A.J. (2004) Generalised propagation for Fast Fourier Transforms with partial or missing data. In Advanced Neural Information Processing Systems 16 (NIPS2003). Postscript (300K), pdf (160K), gzipped Postscript (130K), djvu (67K). There is some further relevant information at the Bayesian Fourier Transform site, and at the Bayesian Fourier Transform Demos site.

Storkey A.J., N.C. Hambly, C.K.I. Williams, R.G. Mann (2004) Cleaning sky survey databases using Hough transform and renewal string approaches. Monthly Notices of the Royal Astronomical Society, 347, pages 36-51. Postscript (8.6M), gzipped postscript (3.8M), pdf (3.1M), gzipped pdf (2.9M), djvu (579K).

2003

Storkey A.J., N.C. Hambly, C.K.I. Williams, R.G. Mann (2003) Renewal strings for cleaning astronomical databases. In Uncertainty in Artificial Intelligence 19 (UAI-2003), pages 559-566. Postscript (2.7MB), gzipped Postscript (800KB), pdf (800KB), gzipped pdf (790KB), djvu (204KB).

Storkey A.J. and C.K.I. Williams (2003) Image modelling with position-encoding dynamic trees. In IEEE Pattern Analysis and Machine Intelligence 25 7, 859-872. IEEE Computer Society. Pdf abstract, postscript (1.1M), pdf (396K), gzipped postscript (313K), gzipped pdf (343K), djvu (299K).

Storkey A.J. (2003) Dynamic structure super-resolution. In Advances in Neural Information Processing Systems 15 (NIPS2002), 1295-1302. postscript (923K), pdf (115K), gzipped postscript (370K), gzipped pdf (98K). djvu (85K). Comment: the pdf version seems to have compressed the images in a way that means the final results figures are not quite correct.

2002 and earlier

Mann R.G., R. Williams, M. Atkinson, K. Brodlie, A.J. Storkey and C.K.I. Williams (2002) Scientific Data Mining, Integration and Visualisation. Technical Report UKeS-2002-06, National E-Science Centre. Postscript (1.7M), gzipped postscript (720K), pdf (161K), gzipped pdf (139K), djvu (236K).

Felderhof S.N., A.J. Storkey and C.K.I. Williams (2001) Position Encoding Dynamic Trees for Image Sequence Analysis. Technical Report, School of Informatics, University of Edinburgh.

Adams N.J., C.K.I. Williams and A.J. Storkey (2001) Comparing mean field and exact EM in tree-structured belief networks. Proceedings of Fourth International ICSC Symposium on Soft Computing and Intelligent Systems for Industry, June 2001. Postscript (357K), pdf (168K), gzipped postscript (76K), gzipped pdf (76K).

Storkey A.J. and C.K.I. Williams (2001) Dynamic positional trees for structural image analysis, in proceedings of AISTATS2001. Postscript (1521K), pdf (297K), gzipped postscript (167K), gzipped pdf (191K).

Storkey A.J. (2000) Dynamic Trees: A structured variational method giving efficient propagation rules, in Uncertainty in Artificial Intelligence (UAI2000). Postscript (259K) , pdf (209K), gzipped postscript (83K), gzipped pdf (116K), djvu (98K).

Adams N.J., A.J. Storkey, Z. Ghahramani and C.K.I. Williams (2000) MFDT: Mean field dynamic trees, presented at the International Conference on Pattern Recognition (ICPR2000). Postscript (292K), pdf (133K), gzipped postscript (61K), gzipped pdf (91K).

Storkey A.J. (1999) Truncated covariance matrices and Toeplitz methods in Gaussian processes, in ICANN99: Artificial Neural Networks. pages 55-60. Postscript (3746K), pdf (824K), gzipped postscript (699K), gzipped pdf (541K).

Storkey A.J. (1999) Efficient Covariance Matrix Methods for Bayesian Gaussian Processes and Hopfield Neural Networks. PhD Thesis. University of London. (138 pages) Postscript (8976K), gzipped postscript (1649K), djvu (960K).

Storkey A.J. and R. Valabregue (1999) The basins of attraction of a new Hopfield learning rule, Neural Networks 12 869-876. (23 Pages). Postscript (507K), pdf (201K), gzipped postscript (92K), gzipped pdf (102K).

Storkey A.J. (1998) Gaussian processes for switching regimes. ICANN98 p621-626. Springer. Postscript (303K), pdf (162K), gzipped postscript (63K), gzipped pdf (84K).

Storkey A.J. (1998) Palimpsest memories: a new high capacity forgetful learning rule. Report. (9 pages). Postscript (342K), pdf (171K), gzipped postscript (69K), gzipped pdf (82K).

Storkey A.J. and R. Valabregue (1997) A new learning rule with high capacity storage of time-correlated patterns, Electronic Letters 33 1803-1804. (8 pages). Postscript (130K) , pdf (114K), gzipped postscript (32K), gzipped pdf (44K).

Storkey A.J. (1997) Increasing the capacity of the Hopfield network without sacrificing functionality, ICANN97 p451-456. Postscript (128K), pdf (142K), gzipped postscript (39K), gzipped pdf (59K).

Browne C., J.L.P. Castro and A.J. Storkey (1996) A modified spreading algorithm for autoassociation in weightless neural networks, ICANN96

Storkey A.J. (1996) The Fractal and Multifractal Nature of Traffic, UTSG Conference, January 1996.

Storkey A.J. (1995) Fractals and Chaos in Traffic Flows, MSc Thesis, Imperial College


 
 
 
© Amos Storkey 2000-2005.