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The consistency features remove unstable detections (noise) which cannot be tracked over larger time spans.
The consistency features help to remove unreliable detections (with numerous gaps and short lifetimes) which often represent false positives.
First, we add the consistency features and observe a slight decrease of the false-positive rate by 2.7%.
Consistency features measure how long and how reliable a detection can be tracked.
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To keep the loss of information to a minimum we tested the correlation-based feature selection method and the consistency feature selection method with several searches: the forward search, the backward search, the bidirectional search, the greedy search, and feature ranking methods.
To improve the robustness, consistency of feature is analyzed at first, and more consistent features are selected as candidates for discriminative feature selection.
The following observations can be made by quantifying the consistency between features and measures, and between measures: The feature "number of don't cares" does not seem to have a significant impact in any of the measures since all the respective correlations are smaller than 0.3.
Promoting hotel collections like the Luxury Collection can be challenging, Mr. Hanson said, because they lack consistency in features, like design.
We further model both local and global context by embedding intermediate-layer outputs in the final prediction, which encourages consistency between features extracted at different scales and embeds fine-grained information directly in the segmentation process.
Using a rank consistency filter, features were subjected to a combination linear and LOWESS normalization algorithm.
Using a rank consistency filter, features were subjected to a combination linear and LOWESS normalization algorithm, the recommended algorithm for this microarray platform.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com