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Browsing by Author "Prapopoulou, Maria"
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The application of Gaussian processes in the prediction of percutaneous absorption
Moss, Gary P.; Sun, Yi; Prapopoulou, Maria; Davey, N.; Adams, Roderick; Pugh, W. John; Brown, Marc (2009-09)Objectives The aim was to assess mathematically the nature of a skin permeability dataset and to determine the utility of Gaussian processes in developing a predictive model for skin permeability, comparing it with existing ... -
The importance of hyperparameters selection within small datasets
Ashrafi, Parivash; Sun, Yi; Davey, Neil; Adams, Roderick; Brown, Marc; Prapopoulou, Maria; Moss, Gary (Institute of Electrical and Electronics Engineers (IEEE), 2015-10-01)Gaussian Process is a Machine Learning technique that has been applied to the analysis of percutaneous absorption of chemicals through human skin. The normal, automatic method of setting the hyperparameters associated with ...