Year 2010

Pianosi, F., Shrestha, D. L., Solomatine, D. (2010). ANN-based Representation of Parametric and Residual Uncertainty of Models, Proc of the International Conference on Artificial Neural Networks (IJCNN 2010), July 18-23, Barcelona, Spain.

Shrestha, D.L., and Solomatine, D.P. (2010). Ranking of pareto solutions in multi-objective model calibration and uncertainty analysis, Proc. of the 9th International Conference on Hydroinformatics, China.

Shrestha, D.L., Kayastha, N. and Solomatine, D.P. (2010). Experiments with several methods of assessing parameter uncertainty in conceptual hydrological modelling, Proc. of the 9th International Conference on Hydroinformatics, China.

Year 2009

Shrestha, D.L., Kayastha, N. and Solomatine, D.P. (2009).  Parametric uncertainty estimation of a hydrological modeliusing piece wise linear regression surrogates, Proc. of the 33rd IAHR Congress, IAHR, Vancouver, Canada, August 9-14, 2009.

Shrestha, D.L., Kayastha, N. and Solomatine, D.P. (2009).  ANNs and Other Machine Learning Techniques in Modelling Models' Uncertainty, Proc of 19th International Conference on Artificial Neural Networks, September 14-17, Limassol, Cyprus.

 Shrestha, D.L., Kayastha, N. and Solomatine, D.P. (2009). Encapsulation of Monte-Carlo uncertainty analysis results in a predictive machine learning model, Proc. of the 8th International Conference on Hydroinformatics, Chile. Full text (pdf)

Adel, A., Shrestha, D.L., van Griensven, A., and Solomatine, D.P. (2009).  Comparison of calibration and uncertainty analysis methods: case study of Nzoia River SWAT model, Proc. of the 8th International Conference on Hydroinformatics, Chile. Full text (pdf)

Year 2008

Shrestha, D.L. and Solomatine, D.P. (2008). Uncertainty modelling in flood forecasting: application of data driven models, Proc of the Floodrisk 2008, Oxford, UK. Full text (pdf)

Shrestha, D.L. and Solomatine, D.P. (2008). Comparing machine learning methods in estimation of model uncertainty, Proc. of the International Joint Conference on Neural Networks, IEEE, Hong Kong, China. Full text (pdf)

Year 2007

Shrestha, D.L. and Solomatine, D.P. (2007). Predicting hydrological models uncertainty: use of machine learning, Proc. of the IAHR Congress, IAHR, Venice, Italy. Full text (pdf)

Year 2006

Shrestha, D.L. and Solomatine, D.P. (2006). A Novel method to estimate the model uncertainty based on the model errors. In: A. Voinov, A.J. Jakeman and A.E. Rizzoli (eds.), Proc. of the iEMSs Third Biennial Meeting: "Summit on Environmental Modelling and Software", International Environmental Modelling and Software Society, Burlington, USA. Full text (pdf)

Solomatine, D.P., Maskey, M. and Shrestha, D.L. (2006). Eager and lazy learning methods in the context of hydrologic forecasting, Proc. of the International Joint Conference on Neural Networks, IEEE, Vancouver, BC, Canada. Full text (pdf)

Shrestha, D.L., Rodriguez, J., Price, R.K. and Solomatine, D.P. (2006). Assessing model prediction limits using fuzzy clustering and machine learning, Proc. of the 7th International Conference on Hydroinformatics, Research Publishing, Nice. Full text (pdf)

Changjun, C., Shrestha, D.L., Corzo, G. and Solomatine, D.P. (2006). Comparison of methods for uncertainty analysis of hydrologic models, Proc. of the 7th International Conference on Hydroinformatics, Research Publishing, Nice, pp. 1309-1316. Full text (pdf)

Year 2005

Shrestha, D.L. and Solomatine, D.P. (2005). Estimation of prediction intervals for the model outputs using machine learning, Proc. of the International Joint Conference on Neural Networks, IEEE, Montreal, Canada, pp. 2700-2705. Full text (pdf)

Shrestha, D.L. and Solomatine, D.P. (2005). Quantifying uncertainty of flood forecasting using data driven modeling, Proc. of the 29th IAHR Congress, IAHR, Seoul, South Korea, pp. 715-726. Full text (pdf)

Year 2004

Solomatine, D.P. and Shrestha, D.L. (2004). AdaBoost.RT: a boosting algorithm for regression problems, Proc. of the International Joint Conference on Neural Networks, IEEE, Budapest, Hungary, pp. 1163-1168. Full text (pdf).

Year 2003