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Further, reliable components are identified based on either the training bit statistics [12] or a reliability (RL) function [9] so that unreliable dimensions can be eliminated from bits' extraction.
However, a feature selection technique is incorporated in order to identify reliable components based on the training bit statistics [10] or a reliability function [5] so that unreliable dimensions can be eliminated from the overall bit extraction and the discretization performance can eventually be improved.
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Furthermore, the authors propose an object-oriented dimension-reduction technique: subspace reliability analysis, which directly removes the unreliable feature dimensions of two class-conditional covariance matrices in two separate subspaces.
A number of different types of artifact were observed in our data, such as brief periods where estimates in one dimension become unreliable, and occasional periods of missing data preceded by egregious artifact.
If it's a consequence of spy v spy in a malicious factional leak, that's a different dimension: South Africa will get a reputation as an insecure and unreliable partner in intelligence sharing".
This paper extends this dimension with emphasis on Tharaka South sub-county where water scarcity, unreliable rainfall and soil water stress is a major cause of household food insecurity.
For this purpose the discrimination and reliability of the dimension sub-scales would be of interest: if the sub-scales are unreliable or fail to discriminate between patients then they will be of doubtful value to inform focused interventions.
Dimensions, dimensions, dimensions.
Power is unreliable.
It is also unreliable.
But polls are unreliable.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com