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Article
Krzak, Monika, Raykov, Yordan, Boukouvalas, Alexios, Cutillo, Luisa and Angelini, Claudia (2019). Benchmark and Parameter Sensitivity Analysis of Single-Cell RNA Sequencing Clustering Methods. Frontiers in Genetics, 10 ,
Sakel, M., Boukouvalas, A., Buono, R., Moten, M., Mirza, F., Chan, W.-Y., Maidment, I., Cross, J., Smith, T.O., Myint, P.K. and Fox, C. (2015). Does anticholinergics drug burden relate to global neuro-disability outcome measures and length of hospital stay? Brain Injury, 29 (12), pp. 1426-1430.
Boukouvalas, Alexis, Sykes, Pete, Cornford, Dan and Maruri-Aguilar, Hugo (2014). Bayesian precalibration of a large stochastic microsimulation model. IEEE Transactions on Intelligent Transportation Systems, 15 (3), pp. 1337-1347.
Boukouvalas, A., Cornford, D. and Stehlík, M. (2014). Optimal design for correlated processes with input-dependent noise. Computational Statistics and Data Analysis, 71 , pp. 1088-1102.
Boukouvalas, Alexios, Gosling, John Paul and Maruri-Aguilar, Hugo (2014). An efficient screening method for computer experiments. Technometrics, 56 (4), pp. 422-431.
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 (Unpublished)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 (Unpublished)
Boukouvalas, Alexis, Maniyar, Dharmesh M. and Cornford, Dan (2007). Dimensionality reduction in complex models. 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.
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.
Thesis
Boukouvalas, Alexis (2010). Emulation of random output simulators. PHD thesis, Aston University.