Furthermore, specific regularisation processes had to be introduced in order to obtain models of acceptable quality.
Leiberman Aiden was involved in a project to digitise Anglo-Saxon texts in 2004, the analysis of which lead to the discovery of verb regularisation, a process whereby irregular verbs become increasingly regular over time.
Partially automated regularisation procedure is suggested for the model parameters identification.
"We will now concentrate on the process of completing the regularisation of [the detained men's] status," said Matthew Hollingworth, deputy UN leader for the Homs mission.
'SVM Model Selection': is a process of selecting hyper-parameters (regularisation and kernel parameters) to achieve good out-of-sample generalisation.
Liu et al. [ 15] used a dynamic quadratic approximation to the L p norm, and explored how sensitive the reconstruction process is to the particular regularisation weight used.
However choices of centres are robust to the outcome [ 20] since an implicit smoothing regularisation is used as part of the optimisation process.
This discrepancy between the original and final Gauss coefficients may be due partly to the regularisation applied when deriving the WDMAM model but also to the process we applied for replacing these long wavelengths.
The multi-level reconstruction of CSCG removes the need to empirically select regularisation values whilst still providing good quality reconstructions, which makes the reconstruction process more objective.
