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**82**.

## Article

Bell, Simon; Cornford, Dan and Bastin, Lucy
(2013).
The state of automated amateur weather observations.
*Weather*, 68
(2),
pp. 36-41.

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.

Jones, Richard; Cornford, Dan and Bastin, Lucy
(2012).
UncertWeb processing service:making models easer to access on the web.
*Transactions in GIS*, 16
(6),
pp. 921-939.

Wilkinson, Richard D.; Vrettas, Michail; Cornford, Dan and Oakley, Jeremy E.
(2011).
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
(2011).
Automatic processing, quality assurance and serving of real-time weather data.
*Computers and Geosciences*, 37
(3),
pp. 353-362.

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.

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.

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.

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.

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.

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.

Archambeau, Cédric; Cornford, Dan; Opper, Manfred and Shawe-Taylor, John
(2007).
Gaussian process approximations of stochastic differential equations.
*Journal of Machine Learning Research*, 1
,
pp. 1-16.

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
(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 Williams, Christopher K. I.
(2002).
Modelling frontal discontinuities in wind fields.
*Journal of Nonparametric Statistics*, 14
(1-2),
pp. 43-58.

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

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.

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.

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; Csató, Lehel; Evans, David and Opper, Manfred
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.

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

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.

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

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

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

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

Shen, Yuan; Archambeau, Cédric; Cornford, Dan; Opper, Manfred; Shawe-Taylor, John and Barillec, Remi
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.

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

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.

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

## Book Section

Gupta, Tushar; Jones, Richard; Bastin, Lucy and Cornford, Dan
(2012).
*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.

Pebesma, Edzer; Cornford, Dan; Nativi, Stefano and Stasch, Christoph
(2010).
*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.

Cornford, Dan; Schroeder, Martin and Nabney, Ian T.
(2009).
*Data visualisation and exploration with prior knowledge.*
IN: Engineering applications of neural networks.
Communications in computer and information science, 43 CCI
.
Beriln (DE): Springer.

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.

Williams, Matthew; Cornford, Dan; Bastin, Lucy and Ingram, Benjamin R.
(2008).
*Exchanging uncertainty: interoperable geostatistics?*
IN: geoENV VII – 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
(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
*Defining the Fluid framework.*
IN: IEEE International Conference on Information Reuse and Integration, 2007. IRI 2007.
UNSPECIFIED.

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.

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

Reeves, Trevor; Cornford, Dan; Konecny, Michal and Ellis, Jeremy
*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
*Online approximations for wind-field models.*
IN: Artificial Neural Networks — ICANN 2001.
Lecture Notes in Computer Science, 2130
.
Springer.

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.

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

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

Jones, Anthony and Cornford, Dan
*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.

Vrettas, Michail D.; Cornford, Dan and Shen, Yuan
*A variational radial basis function approximation for diffusion processes.*
IN: ESANN 2009 proceedings, 17th European Symposium on Artificial Neural Networks - Advances in Computational Intelligence and Learning.
UNSPECIFIED.

## Monograph

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

Barillec, Remi; Boukouvalas, Alexis and Cornford, Dan
(2009).
*Emulation of dynamic computer models with multivariate output.*
Technical Report.
Aston University.
(Unpublished)

Schroeder, Martin and Cornford, Dan
(2007).
*Data visualisation with missing data: A non-linear approach.*
Technical Report.
Aston University, Birmingham.

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.

Cornford, Dan; Nabney, Ian T. and Williams, Christopher K. I.
(1998).
*Bayesian inference for wind field retrieval.*
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.

Cornford, Dan and Nabney, Ian T.
(1998).
*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)

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

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

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

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

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

## Conference or Workshop Item

Bastin, Lucy; Williams, Matthew; Gosling, John Paul; Truong, Phuong; Cornford, Dan; Heuvelink, Gerard and Achard, Frederic
(2011).
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
(2009).
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.

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)

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.

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

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

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

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.

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

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

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

**Sun Feb 18 00:59:15 2018 GMT**.