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The 16S rRNA encoding genes for the type and reference strains of the species P. acidipropionici, P. jensenii and P. thoenii were also sequenced to remove ambiguous positions present in the current database reports, such to improve the classification scheme of reference.
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By analyzing the labeling error types, we slightly revise our classification scheme and propose six methods to improve the classification and labeling system, hoping to achieve even better agreement in the future.
Thus this produces a hierarchical class voting scheme which helps to improve the classification accuracy and to reduce the computational load.
In addition, we adopt E-SVMs based robust classifier to further improve the classification robustness, which can be considered as an instance-specific metric learning scheme.
This again can improve the classification speed.
This algorithm can improve the classification efficiently.
The proposed scheme is different from feature selection techniques which attempt to select the optimal feature elements in a feature vector to improve the classification performance.
We believe that a forward scheme is better because it first adds the highest discriminating features followed by features that individually may not be discriminating, but improve the classification accuracy when used in combination with the discriminating features.
White LJ, Velozo CA. The use of Rasch measurement to improve the Oswestry classification scheme.
2, 3 The main objectives of the classification scheme are to improve case management by timely identification of severe or potentially severe cases, and to ensure that scarce resources are directed towards those most in need.
During that period the format of the stored data has changed: knowledge of the exact anatomical location has improved with the advent of MRI and the classification scheme for tumours has changed to the WHO [ 11] system.
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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