> Publications of John Hawkins |
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| Papers | |
| Hawkins, J., Mahony, D., Maetschke, S., Wakabayashi, M., Teasdale, R. and Bodén, M. (2007). Identifying Novel Peroxisomal Proteins. Proteins: structure, Function, and Bioinformatics. Volume 69, Issue 3, Pages 606 - 616. | View |
| Hawkins, J., Davis, L. and Bodén, M. (2007). Predicting Nuclear Localization. Journal of Proteome Research. 6(4); 1402-1409. | View |
Davis, L., Hawkins, J., Maetschke, S. and Bodén, M. (2006). Comparing SVM sequence kernels: A protein subcellular localization theme, In Proceedings of the Workshop on Intelligent Systems for Bioinformatics, CRPIT (vol. 73). |
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Hawkins, J. and Bodén, M. (2006). Multi-stage Redundancy Reduction: Effective Utilisation of Small Protein Data Sets, In Proceedings of the Workshop on Intelligent Systems for Bioinformatics, CRPIT (vol. 73). |
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| Bodén, M. and Hawkins, J. (2006). Evolving discriminative motifs for recognizing proteins imported to the peroxisome via the PTS2 pathway. CEC 2006, (Winner: Best Paper in Session). |
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| Hawkins, J., Beard, R. and McDonald, S. (2006). A multi-agent simulation model of fishery fleet dynamics for the Queensland coral reef line fishery. AARES 2006 |
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| Hawkins, J. and Bodén, M. (2006). Detecting and Sorting Targeting Peptides with Recurrent Networks and Support Vector Machines. Journal of Bioinformatics and Computational Biology, 4(1). |
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| Hawkins, J. and Bodén, M. (2005). Predicting Peroxisomal Proteins. 2005 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology |
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| Watson, J., Hawkins, J., Bradley, D., Dassanayake, D., Wiles, J., and Hanan, J. (2005). Towards a network pattern language for complex systems. In Abbass, H., Bossamaier, T., and Wiles, J., editors, Recent Advances in Artificial Life, Volume 3 of Advances in Natural Computation, Pages 309-317, 349-358. World Scientific. |
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| Bodén, M. and Hawkins, J. (2005) Prediction of subcellular localisation using sequence-biased recurrent networks. Bioinformatics. 21(10), pp. 2279-2286. |
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| Wakabayashi, M., Hawkins, J., Maetschke, S. and Bodén, M. (2005) Exploiting sequence dependencies in the prediction of peroxisomal proteins. In Intelligent Data Engineering and Automated Learning - IDEAL 2005, pp. 454-461. |
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| Hawkins, J. and Bodén, M. (2005). The Applicability of Recurrent Neural Networks for Biological Sequence Analysis. IEEE/ACM Transactions on Computational Biology and Bioinformatics. 2(2). | |
| Bodén, M. and Hawkins, J. (2005). Improved access to sequential motifs: A note on the architectural bias of recurrent networks. IEEE Transactions on Neural Networks. 16(2), 491-494. |
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| Bodén, M. and Hawkins, J. (2005). Detecting residues in targeting peptides. In Proceedings of the Asia-Pacific Bioinformatics Conference. Singapore. |
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| Submitted | |
| Hawkins, J. and Bodén, M., The Janus Face of Bias: Machine Learning Architectures for Biological Motif Recognition | |
| Hawkins, J. and Bailey, Timothy L., The Statistical Power of Phylogenetic Motif Models | |
| In Preparation | |
| Hawkins, J. and Bodén, M., When Recurrent Networks Fail! | |
| Abandoned | |
| Hawkins, J. and Bodén, M., Exploring the Architectural Bias of Neural Networks for Biological Sequence Recognition |

> Publications of John Hawkins