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The pre-publication history for this paper can be accessed here: http://www.biomedcentral.com/1472-6831/12/15/prepub Our appreciation is going out to Prof. Fausto Medeiros Mendes who greatly supervised the statistical analyses and for FAPESP for the financial support for manuscript's publication.

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- Supervised and semi-supervised training – We distinguish between supervised and semi-supervised training.

Consequently, our two children will need to be at "before and after school care", and the thought of new funds providing them with "homework club, music lessons and supervised sport" greatly appeals to me.

However, supervised classification could greatly help to obtain more accurate classifications when information on class labels is known beforehand and an accurate FSS or a reliable validation could be obtained as well.

Our second conclusion is that the preselection of the variables with FSS greatly enhances the performance of both supervised and unsupervised methods.

Approaches to analyze mass spectral data using unsupervised and supervised data mining operations would greatly benefit from tools that effectively allow for data reduction without losing important diagnostic information.

The pre-formed clusters - the model of the data manifold - in the SOM help prevent the learning of inconsistent labels and thus greatly support accurate learning of class labels in the supervised phase.

Lu et al. [137] proposed a novel linear programming relaxation algorithm for predicting player identification in a video clip using weakly supervised learning with play-by-play texts, which greatly reduced the number of labelled training examples required.

Besides, it demonstrates closely comparable accuracy with traditional supervised classification methods working with accurate pixel labeling but greatly reduces the labeling cost of training data, making large-scale SAR image classification more realizable.

The ruling was something of a milestone after decades of reports and findings by state commissions that New York's locally financed system for meeting the constitutional requirement to provide lawyers for indigent defendants, which varies greatly by county, is inadequate, with inattentive, unavailable, poorly trained and poorly supervised lawyers handling huge caseloads.

Existing training requirements for concealed gun permits vary greatly: from quick and cheap online courses, to 16 hours of in-person training with supervised live fire.

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