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Furthermore, imputation based on non-missing covariates is reasonable since individuals do not generally have many missing covariates (of those with at least one missing value at baseline, 1839/1976 (93%) have at least 9/15 non-missing values).
Similar to green plane interpolation, the missing value at the location is estimated adaptively by (22).
Case 2 in Fig. 1 recursively combines the sum of the matching values of the identical arcs and average missing value at each level and returns it to its previous level matching information.
Appreciatively, from theoretical advantage of Lagrange polynomial interpolation, since this method considers all known data value of a variable to estimate missing value at the point, the estimate is not only governed by its two most neighbouring data.
Any missing value at a location was estimated by the average of the nearest 5 years at the same location.
In all analyses, diabetes (irrespective of physician-diagnosed or screen-detected) was considered only at the first occurrence and coded as missing value at subsequent phases.
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Missing values (at least one item missing) were reduced from 15.3%to8.9%9% for the SCL indicator, from 4.9%to1.6%6% for the SWB indicator, and from 12.3% to 2.6% for the alcohol consumption indicator.
Missing values at 4th hour (n = 3 values) for ICP and CCP were treated by imputation.
We handled missing values at day 3 (n = 166, 22.1%) by taking the value one day before or after.
Among the teachers who responded to the TEDDICS and CSE scales, low proportions of missing values at the item level occurred (less than 1%%).
The second algorithm calculates matching and missing values at each level of the two trees and combines them at every level recursively which preserves the structural information between the two trees.
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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