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Article

Vrettas, Michail D.; Opper, Manfred and Cornford, Dan (2015). Variational mean-field algorithm for efficient inference in large systems of stochastic differential equations. Physical Review E, 91 (1),

Pons, X.; Sevillano, E.; Moré, G.; Serra, P.; Cornford, D. and Ninyerola, M. (2014). Distribución espacial de la incertidumbre en mapas de cubiertas obtenidos mediante teledetección. Revista de teledeteccion (42), pp. 1-10.

Bastin, Lucy; Cornford, Dan; Jones, Richard; Heuvelink, Gerard B.M.; Pebesma, Edzer; Stasch, Christoph; Nativi, Stefano; Mazzetti, Paolo and Williams, Matthew (2013). Managing uncertainty in integrated environmental modelling:the UncertWeb framework. Environmental Modelling and Software, 39 (Januar), pp. 116-134.

Yang, Kevin; Blower, Jon; Bastin, Lucy; Lush, Victoria; Zabala, Alaitz; Masó, Joan; Cornford, Dan; Díaz, Paula and Lumsden, Jo (2012). An integrated view of data quality in earth observation. Philosophical Transactions A, 371 (1983),

Barillec, Remi; Ingram, Ben; Cornford, Dan and Csató, Lehel (2011). Projected sequential Gaussian processes:a C++ tool for interpolation of large datasets with heterogeneous noise. Computers and Geosciences, 37 (3), pp. 295-309.

Dubois, Grégoire; Cornford, Dan; Hristopulos, Dionisis; Pebesma, Edzer and Pilz, Jürgen (2011). Introduction to this special issue on geoinformatics for environmental surveillance. Computers and Geosciences, 37 (3), pp. 277-279.

Pebesma, Edzer; Cornford, Dan; Dubois, Gregoire; Heuvelink, Gerard B.M.; Hristopoulos, Dionisis; Pilz, Jürgen; Stöhlker, Ulrich; Gary, Morin and Skøien, Jon O. (2011). INTAMAP: the design and implementation of an interoperable automated interpolation web service. Computers and Geosciences, 37 (3), pp. 343-352.

Shen, Yuan; Archambeau, Cédric; Cornford, Dan; Opper, Manfred; Shawe-Taylor, John and Barillec, Remi (2010). A comparison of variational and Markov chain Monte Carlo methods for inference in partially observed stochastic dynamic systems. Journal of Signal Processing Systems, 61 (1), pp. 51-59.

Barillec, Remi and Cornford, Dan (2009). Data assimilation for precipitation nowcasting using Bayesian inference. Advances in Water Resources, 32 (7), pp. 1050-1065.

D'Alimonte, Davide and Cornford, Dan (2008). Outlier detection with partial information:Application to emergency mapping. Stochastic environmental research and risk assessment, 22 (5), pp. 613-620.

Ingram, Benjamin R.; Cornford, Dan and Evans, David J. (2008). Fast algorithms for automatic mapping with space-limited covariance functions. Stochastic environmental research and risk assessment, 22 (5), pp. 661-670.

Schroeder, Martin; Cornford, Dan; Farrimond, Paul and Cornford, Chris (2008). Addressing missing data in geochemistry: a non-linear approach. Organic Geochemistry, 39 (8), pp. 1162-1169.

Cornford, Dan; Csató, Lehel and Opper, Manfred (2005). Sequential, Bayesian geostatistics:a principled method for large data sets. Geographical Analysis, 37 (2), pp. 183-199.

Cornford, Dan; Csató, Lehel; Evans, David and Opper, Manfred (2004). Bayesian analysis of the scatterometer wind retrieval inverse problem:Some new approaches. Journal of the Royal Statistical Society: series B, 66 (3), pp. 609-626.

Cornford, Dan (2004). A Bayesian state space modelling approach to probabilistic quantitative precipitation forecasting. Journal of Hydrology, 288 (1-2), pp. 92-104.

Bullen, Robert; Cornford, Dan and Nabney, Ian T. (2003). Outlier detection in scatterometer data:Neural network approaches. Neural Networks, 16 (3-4), pp. 419-426.

Cornford, Dan; Nabney, Ian T. and Ramage, Guillaume (2001). Improved neural network scatterometer forward models. Journal of Geophysical Research, 106 (C10), pp. 22331-22338.

Cornford, Dan; Ramage, Guillaume and Nabney, Ian T. (2000). A scatterometer neural network sensor model with input noise. Neurocomputing, 30 (1), pp. 13-21.

Evans, David J.; Cornford, Dan and Nabney, Ian T. (2000). Structured neural network modelling of multi-valued functions for wind retrieval from scatterometer measurements. Neurocomputing, 30 (1-4), pp. 23-30.

Nabney, Ian T.; Cornford, Dan and Williams, Christopher K. I. (2000). Bayesian inference for wind field retrieval. Neurocomputing, 30 (1-4), pp. 3-11.

Cornford, Dan; Wright, W.A.; Ramage, Guillaume and Nabney, Ian T. (2000). Neural network modelling with input uncertainty:theory and application. Journal of VLSI Signal Processing Systems for Signal Image and Video Technology, 26 (1-2), pp. 169-188.

Cornford, Dan; Nabney, Ian T. and Bishop, Christopher M. (1999). Neural network-based wind vector retrieval from satellite scatterometer data. Neural Computing and Applications, 8 (3), pp. 206-217.

Archambeau, Cédric; Cornford, Dan; Opper, Manfred and Shawe-Taylor, John Gaussian process approximations of stochastic differential equations. Journal of Machine Learning Research, 1 , pp. 1-16.

Bell, Simon; Cornford, Dan and Bastin, Lucy How good are citizen weather stations? Addressing a biased opinion. Weather, 70 (3), pp. 75-84.

Bell, Simon; Cornford, Dan and Bastin, Lucy The state of automated amateur weather observations. Weather, 68 (2), pp. 36-41.

Boukouvalas, A.; Cornford, D. and Stehlík, M. Optimal design for correlated processes with input-dependent noise. Computational Statistics and Data Analysis, 71 , pp. 1088-1102.

Boukouvalas, Alexis; Sykes, Pete; Cornford, Dan and Maruri-Aguilar, Hugo Bayesian precalibration of a large stochastic microsimulation model. IEEE Transactions on Intelligent Transportation Systems, 15 (3), pp. 1337-1347.

Cornford, Dan; Nabney, Ian T. and Williams, Christopher K. I. Adding constrained discontinuities to Gaussian process models of wind fields. Advances in Neural Information Processing Systems, 11 , pp. 861-867.

Cornford, Dan; Nabney, Ian T. and Williams, Christopher K. I. Modelling frontal discontinuities in wind fields. Journal of Nonparametric Statistics, 14 (1-2), pp. 43-58.

Jones, Richard; Cornford, Dan and Bastin, Lucy UncertWeb processing service:making models easer to access on the web. Transactions in GIS, 16 (6), pp. 921-939.

Shen, Yuan; Cornford, Dan; Opper, Manfred and Archambeau, Cédric Variational Markov chain Monte Carlo for Bayesian smoothing of non-linear diffusions. Computational Statistics, 27 (1), pp. 149-176.

Vrettas, Michail; Cornford, Dan and Opper, Manfred Estimating parameters in stochastic systems:a variational Bayesian approach. Physica D, 240 (23), 1877–1900.

Vrettas, Michail D.; Cornford, Dan; Opper, Manfred and Shen, Yuan A new variational radial basis function approximation for inference in multivariate diffusions. Neurocomputing, 73 (7-9), pp. 1186-1198.

Wilkinson, Richard D.; Vrettas, Michail; Cornford, Dan and Oakley, Jeremy E. Quantifying simulator discrepancy in discrete-time dynamical simulators. Journal of Agricultural, Biological, and Environmental Statistics, 16 (4), pp. 554-570.

Williams, Matthew; Cornford, Dan; Bastin, Lucy; Jones, Richard and Parker, Stephen Automatic processing, quality assurance and serving of real-time weather data. Computers and Geosciences, 37 (3), pp. 353-362.

Book Section

Skøien, J.; Truong, P.; Dubois, G.; Cornford, D.; Heuvelink, G.B.M. and Geller, G. (2011). Uncertainty propagation in the model web:a case study with e-Habitat. IN: 34th International Symposium on Remote Sensing of Environment - The GEOSS Era: Towards Operational Environmental Monitoring. ICRSE.

Jones, Richard; Bastin, Lucy; Cornford, Dan and Williams, Matthew (2010). Handling and communicating uncertainty in chained geospatial web services. IN: Accuracy 2010. Tate, Nicholas J. and Fisher, Peter F. (eds) UNSPECIFIED.

Dubois, G.; De Jesus, J.; Doherty, B.; Cornford, D. and Pebesma, E. (2009). Lessons learned from INTAMAP, an interoperable web service for the real-time interpolation of environmental variables. IN: Proceedings, 33rd International Symposium on Remote Sensing of Environment, ISRSE 2009. UNSPECIFIED.

Shen, Yuan; Cornford, Dan and Opper, Manfred (2009). A basis function approach to Bayesian inference in diffusion processes. IN: IEEE/SP 15th Workshop on Statistical Signal Processing, 2009. SSP '09. IEEE.

Williams, Matthew; Cornford, Dan; Bastin, Lucy and Ingram, Benjamin R. (2008). UncertML: an XML schema for exchanging uncertainty. IN: Proceedings of the GIS Research UK 16th Annual Conference GISRUK 2008. Manchester Metropolitan University.

Pebesma, Edzer J.; Dubois, Gregoire and Cornford, Dan (2008). The challenge of real-time automatic mapping for environmental monitoring network management. IN: geoENV VI – Geostatistics for Environmental Applications Proceedings of the Sixth European Conference on Geostatistics for Environmental Applications. Springer.

Archambeau, Cédric; Opper, Manfred; Shen, Yuan; Cornford, Dan and Shawe-Taylor, John (2008). Variational inference for diffusion processes. IN: Annual Conference on Neural Information Processing Systems 2007. Platt, J.C.; Koller, D.; Singer, Y. and Roweis, S. (eds) Advances In Neural Information Processing Systems . Cambridge, MA (US): MIT.

Jones, A.; Mantle, C. and Cornford, Dan (2007). Data driven graphical applications:a fluid approach. IN: UK Theory and Practice of Computer Graphics 2007: Eurographics UK Chapter proceedings. Eurographics Association.

Jones, Anthony and Cornford, Dan (2007). Defining the Fluid framework. IN: IEEE International Conference on Information Reuse and Integration, 2007. IRI 2007. UNSPECIFIED.

Jones, Anthony and Cornford, Dan (2006). Advanced data driven visualisation for geo-spatial data. IN: Computational science – ICCS 2006. Alexandrov, Vassil N.; Dick van Albada, Geert and et al, (eds) Lecture Notes in Computer Science . Berlin (DE): Springer.

Jones, Anthony and Cornford, Dan (2006). A flexible, extensible object oriented real-time near photorealistic visualization system:the system framework design. IN: Progress in Spatial Data Handling: 12th International Symposium on Spatial Data Handling. Springer.

Reeves, Trevor; Cornford, Dan; Konecny, Michal and Ellis, Jeremy (2006). Modeling geometric rules in object based models:an XML / GML approach. IN: Progress in Spatial Data Handling: 12th International Symposium on Spatial Data Handling. Springer.

Csató, Lehel; Cornford, Dan and Opper, Manfred (2001). Online approximations for wind-field models. IN: Artificial Neural Networks — ICANN 2001. Lecture Notes in Computer Science, 2130 . Springer.

Cornford, Dan; Schroeder, Martin and Nabney, Ian T. Data visualisation and exploration with prior knowledge. IN: Engineering applications of neural networks. Communications in computer and information science, 43 CCI . Beriln (DE): Springer.

Gupta, Tushar; Jones, Richard; Bastin, Lucy and Cornford, Dan Integrating OpenMI and Uncertweb:managing uncertainty in OpenMI models. IN: International Environmental Modelling and Software Society (iEMSs) 2012 International Congress on Environmental Modelling and Software. Managing Resources of a Limited Planet: Pathways and Visions under Uncertainty, sixth biennial meeting, Leipzig, German. Seppelt, Ralf; Voinov, Alexey A.; Lange, Susanne and Bankamp, Dagmar (eds) Manno (CH): International Environmental Modelling and Software Society.

Ingram, Benjamin R. and Cornford, Dan Parallel geostatistics for sparse and dense datasets. IN: geoENV VII – Geostatistics for Environmental Applications. Springer.

Ingram, Benjamin R.; Cornford, Dan and Csató, Lehel Robust automatic mapping algorithms in a network monitoring scenario. IN: geoENV VII – Geostatistics for Environmental Applications: proceedings of the seventh European Conference on Geostatistics for Environmental Applications. Springer.

Pebesma, Edzer; Cornford, Dan; Nativi, Stefano and Stasch, Christoph The uncertainty enabled model web (UncertWeb). IN: Envip'2010 : Environmental Information Systems and Services - Infrastructures and Platforms. Berre, Arne J.; Roman, Dumitru and Maué, Patrick (eds) CEUR workshop proceedings . CEUR-WS.org.

Williams, Matthew; Cornford, Dan; Bastin, Lucy and Ingram, Ben Describing and communicating uncertainty within the semantic web. IN: Proceedings of the Fourth International Workshop on Uncertainty Reasoning for the Semantic Web. Bobillo, Fernando; da Costa, Paulo C.G. and et al, (eds) CEUR Workshop Proceedings . CEUR-WS.org.

Williams, Matthew; Cornford, Dan; Bastin, Lucy and Ingram, Benjamin R. Exchanging uncertainty: interoperable geostatistics? IN: geoENV VII – Geostatistics for Environmental Applications. Springer.

Monograph

Boukouvalas, Alexis; Cornford, Dan and Stehlik, Milan (2009). Approximately optimal experimental design for heteroscedastic Gaussian process models. Technical Report. Aston University, Birmingham. (Unpublished)

Boukouvalas, Alexis; Maniyar, Dharmesh M. and Cornford, Dan (2007). Dimensionality reduction in complex models. Technical Report. Aston University, Birmingham.

Cornford, Dan; Nabney, Ian T. and Bishop, Christopher M. (1999). Neural network-based wind vector retrieval from satellite scatterometer data. Technical Report. Aston University, Birmingham.

Cornford, Dan; Nabney, Ian T.; Williams, Christopher K. I.; Kearns, Michael S.; Solla, Sara A. and Cohn, David A. (1998). Adding constrained discontinuities to Gaussian process models of wind fields. Technical Report. Aston University, Birmingham.

Evans, David J.; Cornford, Dan and Nabney, Ian T. (1998). Structured neural network modelling of multi-valued functions for wind retrieval from scatterometer measurements. Technical Report. Aston University, Birmingham.

Cornford, Dan (1998). Random field models and priors on wind. Technical Report. Aston University, Birmingha.

Barillec, Remi; Boukouvalas, Alexis and Cornford, Dan Emulation of dynamic computer models with multivariate output. Technical Report. Aston University. (Unpublished)

Cornford, Dan Flexible Gaussian process wind field models. Technical Report. Aston University, Birmingham.

Cornford, Dan Non-zero mean Gaussian process prior wind field models. Technical Report. Aston University, Birmingham.

Cornford, Dan Splines and vector splines. Technical Report. Aston University, Aston Triangle, BIRMINGHAM, UK.

Cornford, Dan Surface wind fields (on Earth). Technical Report. Aston University, Birmingham, UK. (Unpublished)

Cornford, Dan and Nabney, Ian T. NEUROSAT: an overview. Technical Report. Aston University, Birmingham.

Cornford, Dan; Nabney, Ian T. and Evans, David J. Bayesian retrieval of scatterometer wind fields. Technical Report. Aston University, Birmingham. (Unpublished)

Cornford, Dan; Nabney, Ian T. and Ramage, Guillaume Improved multi-beam neural network scatterometer forward models. Technical Report. Aston University, Birmingham, UK.

Cornford, Dan; Nabney, Ian T. and Williams, Christopher K. I. Bayesian inference for wind field retrieval. Technical Report. Aston University, Birmingham.

Cornford, Dan; Ramage, Guillaume and Nabney, Ian T. A scatterometer neural network sensor model with input noise. Technical Report. Aston University, Birmingham.

Schroeder, Martin and Cornford, Dan Data visualisation with missing data: A non-linear approach. Technical Report. Aston University, Birmingham.

Schroeder, Martin; Nabney, Ian T. and Cornford, Dan Block GTM: Incorporating prior knowledge of covariance structure in data visualisation. Technical Report. Aston University, Birmingham.

Shen, Y.; Cornford, D.; Opper, M. and Archambeau, C. Variational Markov Chain Monte Carlo for Bayesian smoothing of non-linear niffusions. Technical Report. Aston University, Birmingham (UK). (Unpublished)

Vrettas, Michail D.; Shen, Yuan and Cornford, Dan Derivations of variational gaussian process approximation framework. Technical Report. Aston University, Birmingham.

Conference or Workshop Item

Boukouvalas, Alexios; Barillec, Remi and Cornford, Dan (2012). Gaussian process quantile regression using expectation propagation. IN: 29th International Conference on Machine Learning. 2012-06-26 - 2012-07-01.

de Jesus, Jorge; Barillec, Remi; Dubois, Gregoire and Cornford, Dan (2009). A web processing service for validating interpolation. IN: StatGIS 2009. 2009-06-16 - 2009-06-18.

Pebesma, Edzer; Cornford, Dan; Dubois, Gregoire; Heuvelink, Gerard; Hristopoulos, Dionisis; Juergen, Pilz; Ulrich, Stoehlker and Jon, Skoien (2009). INTAMAP: an interoperable automated interpolation web service. IN: StatGIS 2009. 2009-06-16 - 2009-06-18.

Williams, Matthew; Cornford, Dan; Bastin, Lucy; Jones, Richard and Parker, Stephen (2009). Automatic processing, quality assurance and serving of real-time weather data over lightweight protocols. IN: StatGIS 2009. 2009-06-16 - 2009-06-18.

Ingram, Benjamin R.; Cornford, Dan and Csató, Lehel (2008). A projected process kriging algorithm for sensor networks with heterogeneous error characteristics. IN: 8th International Geostatistics Congress. 2008-12-01 - 2008-12-05. (Unpublished)

Williams, Matthew; Cornford, Dan; Ingram, Benjamin R.; Bastin, Lucy; Beaumont, Tony; Pebesma, Edzer and Dubois, Gregoire (2007). Supporting interoperable interpolation: the INTAMAP approach. IN: International Symposium on Environmental Software Systems. 2007-05-22 - 2007-05-25. (Unpublished)

Jones, Anthony and Cornford, Dan (2006). Advanced data driven visualisation for geo-spatial data. IN: International Conference on Computer Systems. Reading (UK), 2007-05-28 - 2007-05-31. (Unpublished)

Bastin, Lucy; Williams, Matthew; Gosling, John Paul; Truong, Phuong; Cornford, Dan; Heuvelink, Gerard and Achard, Frederic Web based expert elicitation of uncertainties in environmental model inputs. IN: European Geosciences Union General Assembly 2011. 2011-04-03 - 2011-04-08.

Boukouvalas, Alexis; Cornford, Dan and Singer, Alexander Managing uncertainty in complex stochastic models: design and emulation of a Rabies model. IN: 6th St. Petersburg Workshop on Simulation. 2009-06-28 - 2009-07-04.

Ingham, Ben; Cornford, Dan and Barillec, Remi Projected sequential Gaussian processes: flexible interpolation for large data sets. IN: StatGIS 2009. 2009-06-16 - 2009-06-18.

Pebesma, Edzer; Dubois, Gregoire and Cornford, Dan Automated mapping of environmental variables from a SEIS or SISE perspective. IN: Towards Environment (Challenges of SEIS and SISE: Integrating Environmental Knowledge in Europe). 2009-03-25 - 2009-03-27.