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Originally, private and public sector sites were supervised separately.
These two groups of facilitators were trained and supervised separately to reduce contamination.
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As most SpR work in Ireland is supervised and separately verified by consultants, this is not likely to significantly bias results.
Integration of consensus clustering with semi-supervised clustering improved performance as compared to using consensus clustering or semi-supervised clustering separately.
- Supervised and semi-supervised training – We distinguish between supervised and semi-supervised training.
Although the results have been presented separately, the supervised methods, as mentioned by authors, required extensive parameter tuning and validation in a training environment.
Reasoning that this may be due to different analytical algorithms applied in the previous studies, we attempted to build new signatures using the supervised principal component survival method separately in each of the 4 datasets that comprised the integrated training set.
Supervised analysis was then performed separately for HG-U133A and HG-U133B data and each of the subgroups with the remaining, informative probe sets using the decision-tree based algorithm Random Forest (RF, randomForest 3.4 standard settings) [ 23].
We strengthen our findings by separately applying matrix decomposition, supervised learning, and unsupervised learning.
The case of three statistically independent speech sources (loudspeakers) and three sensors (microphones) is considered first without any background noise that can separately be dealt within a supervised way (explained later).
Comparing our methodology with the commonly used general supervised inferential approach (with statistical test such as SAM) we were able to better characterized different physiopathological aspects of AF, aspects impossible to be separately identified by a classical supervised approach [12].
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