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We now describe several experiments performed using the classification approach and sound collections described in the previous section.
However, cases originally coded as 'Probable Other Activity' using the classification approach described in the method section were recoded as 'Probable Work Activity' if the probability difference was less than 1.47.
As the sampling year is a continuous variable, the RF was trained using regression to fit the data rather than using the classification approach as for the other two niche dimensions.
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Using the classification and regression tree approach and validation by conventional statistics, ERβ1 expression predicted a high risk of relapse in the lymph node-positive group.
We describe a practical procedure to extract the approximate 3-D morphology of nanocrystals from single HAADF-HRSTEM images using the GMM classification approach.
In a severe conformational heterogeneity such as a global variation within the molecule or a continuous domain domain movement at large scale, a correct 3D reconstruction cannot even be obtained using the conventional classification approach.
All cases coded as 'Work Activity'Probableble Work Activity' and 'Other Activity' were classified using the same classification approach described in the method section.
Integrating spatial and temporal information using the spatiotemporal classification approach leads to an accuracy of 76% (P < 0.001; sensitivity = 80%; specificity = 72.5%, PPV = 73.8%, NPV = 76.3%) for the 2-back condition and to an accuracy of 67.5% (P < 0.001; sensitivity = 70%; specificity = 65%, PPV = 66.7%, NPV = 68.4%) for the 1-back condition.
However, for the use cases presented in this work, we use the direct classification approach as it is simpler and produces less errors.
We use the direct classification approach to rank sounds according to their probability to belong to one of the classes.
We used the multivariate classification approach to predict al-EC and pm-EC subregions across all subjects.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com