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Number of items: 39.

Article

Best, K; Oakes, T; Heather, JM; Shawe-Taylor, J; Chain, B; (2015) Computational analysis of stochastic heterogeneity in PCR amplification efficiency revealed by single molecule barcoding. Scientific Reports , 5 , Article 14629. 10.1038/srep14629. Green open access
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Chen, H; Cheng, T; Shawe-Taylor, J; (2017) A Balanced Route Design for Min-Max Multiple-Depot Rural Postman Problem (MMMDRPP): a police patrolling case. International Journal of Geographical Information Science 10.1080/13658816.2017.1380201. (In press). Green open access
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Chisholm, S; Stein, AB; Jordan, NR; Hubel, TM; Shawe-Taylor, J; Fearn, T; McNutt, JW; ... Hailes, S; + view all (2019) Parsimonious test of dynamic interaction. Ecology and Evolution , 9 (4) pp. 1654-1664. 10.1002/ece3.4805. Green open access
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Cinelli, M; Sun, Y; Best, K; Heather, JM; Reich-Zeliger, S; Shifrut, E; Friedman, N; ... Chain, B; + view all (2017) Feature selection using a one dimensional naïve Bayes' classifier increases the accuracy of support vector machine classification of CDR3 repertoires. Bioinformatics , 33 (7) pp. 951-955. 10.1093/bioinformatics/btw771. Green open access
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Cousins, S; Shawe-Taylor, J; (2017) High-probability minimax probability machines. Machine Learning , 106 (6) pp. 863-886. 10.1007/s10994-016-5616-2. Green open access
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Donini, M; Monteiro, JM; Pontil, M; Hahn, T; Fallgatter, AJ; Shawe-Taylor, J; Mourão-Miranda, J; (2019) Combining heterogeneous data sources for neuroimaging based diagnosis: re-weighting and selecting what is important. Neuroimage , 195 pp. 215-231. 10.1016/j.neuroimage.2019.01.053. Green open access
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Grünewälder, S; Broekhuis, F; Macdonald, DW; Wilson, AM; McNutt, JW; Shawe-Taylor, J; Hailes, S; (2012) Movement activity based classification of animal behaviour with an application to data from cheetah (Acinonyx jubatus). PLoS One , 7 (11) , Article e49120. 10.1371/journal.pone.0049120. Green open access
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Haworth, J; Cheng, T; Shawe-Taylor, J; Wang, J; (2014) Local online kernel ridge regression for forecasting of urban travel times. Transportation Research Part C: Emerging Technologies , 46 151 - 178. 10.1016/j.trc.2014.05.015. Green open access
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Kempinska, K; Longley, P; Shawe-Taylor, J; (2018) Interactional regions in cities: making sense of flows across networked systems. International Journal of Geographical Information Science , 32 (7) pp. 1348-1367. 10.1080/13658816.2017.1418878. Green open access
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Law, T; Shawe-Taylor, J; (2017) Practical Bayesian support vector regression for financial time series prediction and market condition change detection. Quantitative Finance , 17 (9) pp. 1403-1416. 10.1080/14697688.2016.1267868. Green open access
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Lehtinen, S; Lees, J; Bähler, J; Shawe-Taylor, J; Orengo, C; (2015) Gene Function Prediction from Functional Association Networks Using Kernel Partial Least Squares Regression. PLoS One , 10 (8) , Article e0134668. 10.1371/journal.pone.0134668. Green open access
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Michie, S; Thomas, J; Johnston, M; Mac Aonghusa, P; Shawe-Taylor, J; Kelly, MP; Deleris, LA; ... West, R; + view all (2017) The Human Behaviour-Change Project: harnessing the power of artificial intelligence and machine learning for evidence synthesis and interpretation. Implementation Science , 12 , Article 121. 10.1186/s13012-017-0641-5. Green open access
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Monteiro, JM; Rao, A; Shawe-Taylor, J; Mourao-Miranda, J; (2016) A multiple hold-out framework for Sparse Partial Least Squares. Journal of Neuroscience Methods , 271 pp. 182-194. 10.1016/j.jneumeth.2016.06.011. Green open access
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Pavisic, IM; Firth, NF; Parsons, S; Martinez Rego, D; Shakespeare, TJ; Yong, KXX; Slattery, CF; ... Primativo, S; + view all (2017) Eyetracking Metrics in Young Onset Alzheimer’s Disease: A Window into Cognitive Visual Functions. Frontiers in Neurology , 8 , Article 377. 10.3389/fneur.2017.00377. Green open access
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Rondina, J; Hahn, T; de Oliveira, L; Marquand, A; Dresler, T; Leitner, T; Fallgatter, A; ... Mourao-Miranda, J; + view all (2014) SCoRS - a method based on stability for feature selection and mapping in neuroimaging. IEEE Trans Med Imaging , 33 (1) pp. 85-98. 10.1109/TMI.2013.2281398. Green open access
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Rosa, MJ; Portugal, L; Hahn, T; Fallgatter, AJ; Garrido, MI; Shawe-Taylor, J; Mourao-Miranda, J; (2015) Sparse network-based models for patient classification using fMRI. Neuroimage , 105 493 - 506. 10.1016/j.neuroimage.2014.11.021. Green open access
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Rousu, J; Agranoff, DD; Sodeinde, O; Shawe-Taylor, J; Fernandez-Reyes, D; (2013) Biomarker Discovery by Sparse Canonical Correlation Analysis of Complex Clinical Phenotypes of Tuberculosis and Malaria. PLoS Computational Biology , 9 (4) , Article e1003018. 10.1371/journal.pcbi.1003018. Green open access
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Shawe-Taylor, J; Cristianini, N; (2002) On the generalization of soft margin algorithms. IEEE TRANSACTIONS ON INFORMATION THEORY , 48 (10) pp. 2721-2735. 10.1109/TIT.2002.802647. Green open access
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Shawe-Taylor, J; Williams, CKI; Cristianini, N; Kandola, J; (2005) On the eigenspectrum of the Gram matrix and the generalization error of kernel-PCA. IEEE TRANSACTIONS ON INFORMATION THEORY , 51 (7) pp. 2510-2522. 10.1109/TIT.2005.850052. Green open access
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Sun, S; Shawe-Taylor, J; (2010) Sparse Semi-supervised Learning Using Conjugate Functions. Journal of Machine Learning Research , 11 2423 - 2455. Green open access
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Sun, S; Shawe-Taylor, J; Mao, L; (2017) PAC-Bayes analysis of multi-view learning. Information Fusion , 35 pp. 117-131. 10.1016/j.inffus.2016.09.008. Green open access
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Sun, Y; Best, K; Cinelli, M; Heather, JM; Reich-Zeliger, S; Shifrut, E; Friedman, N; ... Chain, B; + view all (2017) Specificity, Privacy, and Degeneracy in the CD4 T Cell Receptor Repertoire Following Immunization. Front Immunol , 8 , Article 430. 10.3389/fimmu.2017.00430. Green open access
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Thomas, N; Best, K; Cinelli, M; Reich-Zeliger, S; Gal, H; Shifrut, E; Madi, A; ... Chain, B; + view all (2014) Tracking global changes induced in the CD4 T-cell receptor repertoire by immunization with a complex antigen using short stretches of CDR3 protein sequence. Bioinformatics , 30 (22) 3181 - 3188. 10.1093/bioinformatics/btu523. Green open access
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Thomas, N; Matejovicova, L; Srikusalanukul, W; Shawe-Taylor, J; Chain, B; (2012) Directional migration of recirculating lymphocytes through lymph nodes via random walks. PLoS One , 7 (9) , Article e45262. 10.1371/journal.pone.0045262. Green open access
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Uurtio, V; Monteiro, JM; Kandola, J; Shawe-Taylor, J; Fernandez-Reyes, D; Rousu, J; (2018) A Tutorial on Canonical Correlation Methods. ACM Computing Surveys (CSUR) , 50 (6) , Article 95. 10.1145/3136624. Green open access
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Wang, Z; Shah, AD; Tate, AR; Denaxas, S; Shawe-Taylor, J; Hemingway, H; (2012) Extracting diagnoses and investigation results from unstructured text in electronic health records by semi-supervised machine learning. PLOS One , 7 (1) , Article e30412. 10.1371/journal.pone.0030412. Green open access
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Proceedings paper

Donini, M; Martinez-Rego, D; Goodson, M; Shawe-Taylor, J; Pontil, M; (2016) Distributed variance regularized Multitask Learning. In: 2016 International Joint Conference on Neural Networks (IJCNN). (pp. pp. 3101-3109). IEEE Green open access
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Donini, M; Monteiro, JM; Pontil, M; Shawe-Taylor, J; Mourao-Miranda, J; (2016) A multimodal multiple kernel learning approach to Alzheimer's disease detection. In: Proceedings of the 2016 IEEE 26th International Workshop on Machine Learning for Signal Processing (MLSP). IEEE: Vietri sul Mare, Italy. Green open access
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Donini, M; Oneto, L; Ben-David, S; Shawe-Taylor, J; Pontil, M; (2018) Empirical Risk Minimization Under Fairness Constraints. In: Bengio, S and Wallach, H and Larochelle, H and Grauman, K and CesaBianchi, N and Garnett, R, (eds.) Proceedings of the 32nd Conference on Neural Information Processing Systems. Neural Information Processing Systems (NIPS): Montreal, Canada. Green open access
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Ferreira, FS; Rosa, MJ; Moutoussis, M; Dolan, R; Shawe-Taylor, J; Ashburner, J; Mourao-Miranda, J; (2018) Sparse PLS hyper-parameters optimisation for investigating brain-behaviour relationships. In: 2018 International Workshop on Pattern Recognition in Neuroimaging (PRNI). IEEE Green open access
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Kempinska, K; Davies, T; Shawe-Taylor, J; (2017) Probabilistic map-matching for low-frequency GPS trajectories. In: Proceedings of GIS Ostrava 2017: Dynamics in GIscience. (pp. pp. 209-221). Springer: Ostrava, Czech Republic. Green open access
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Kempinska, KK; Davies, T; Shawe-Taylor, J; (2016) Probabilistic Map-matching using Particle Filters. In: Proceedings of 24th GIS Research UK (GISRUK 2016) Conference. Greenwich GIS Research Group: London, UK. Green open access
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Kreitmayer, S; Rogers, Y; Yilmaz, E; Shawe-Taylor, J; (2018) Design in the Wild: Interfacing the OER learning journey. In: Proceedings of British HCI 2018. Belfast, UK. BCS Learning and Development Ltd.: Belfast, UK. (In press). Green open access
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Marchand, M; Su, H; Morvant, E; Rousu, J; Shawe-Taylor, J; (2014) Multilabel structured output learning with random spanning trees of max-margin Markov networks. In: Ghahramani, Z and Welling, M and Cortes, C and Lawrence, ND and Weinberger, KQ, (eds.) [NIPS 2014: Electronic Proceedings of the 25th Neural Information Processing Systems Conference]. Green open access
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Rivasplata, O; Szepesvari, C; Shawe-Taylor, J; Parrado-Hernandez, E; Shiliang, S; (2019) PAC-Bayes bounds for stable algorithms with instance-dependent priors. In: Bengio, Samy and Wallach, Hanna M. and Larochelle, Hugo and Grauman, Kristen and Cesa-Bianchi, Nicolò, (eds.) Proceedings of the 32nd International Conference on Neural Information Processing Systems - NIPS'18. (pp. pp. 9234-9244). ACM: Montréal, Canada. (In press). Green open access
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Rondina, JM; Shawe-Taylor, J; Mourao-Miranda, J; (2013) Stability-based multivariate mapping using SCoRS. In: Davatzikos, C, (ed.) 3rd International Workshop on Pattern Recognition in Neuroimaging (PRNI 2013): Proceedings. (pp. pp. 198-202). IEEE Green open access
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Singh, G; Marshall, IJ; Thomas, J; Shawe-Taylor, J; Wallace, BC; (2017) A Neural Candidate-Selector Architecture for Automatic Structured Clinical Text Annotation. In: (Proceedings) ACM Conference on Information and Knowledge Management (CIKM). (pp. pp. 1519-1528). ACM Green open access
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Wang, Z; Shawe-Taylor, J; Szedmák, S; (2007) Kernel Regression Based Machine Translation. In: Sidner, CL and Schultz, T and Stone, M and Zhai, C, (eds.) (pp. pp. 185-188). The Association for Computational Linguistics Green open access
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Yamada, M; Takeuchi, K; Iwata, T; Shawe-Taylor, J; Kaski, S; (2017) Localized lasso for high-dimensional regression. In: Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, AISTATS 2017. PMLR: Fort Lauderdale, FL, USA. Green open access
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This list was generated on Sun Sep 15 06:36:40 2019 BST.