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As for any classical regression technique, multicollinearity between predictors should be controlled, particularly when setting a system of equations (such as those interacting in simultaneous equation models), to avoid variance inflation of regression coefficients.
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The second is avoiding variance that arises from a model that is too flexible, thus the model would overfit the data.
This avoided variance being "lost" due to collinearity and meant that early covariate effects were interpretable as canonical event-related responses.
To avoid implementation variance, we used the publicly available code provided by the authors of [22].
To avoid cosmic variance, we create three volume-limited subsamples, which contain more than 2000 galaxies in different redshift slices (Δz = 0.01).
To test the reliability of the protocol, a repeat test was performed on ten randomly selected subjects under identical laboratory conditions and daytime to avoid circadian variance.
Our image data were collected using the same region and the same size of field within same lamina to avoid any variance and difference in staining between laminae.
In order to avoid inherent variance to different immune response between fledglings and immature-adult individuals [97], we carried out separate factorial-MANOVA analyses for each age class (sum of squares type III).
To avoid any variance from the fat pad localisation (peritoneal-localised tumors being bigger than those developed in the thoracic cavity), all the individual tumor weights were summed to give the total tumor weight of each mice.
The e-CRF was presented in one language only (English) to avoid introducing variance through translation.
To avoid large variance, which often arises from ordinary least square regression, the LASSO sets some regression coefficients to zero and shrinks others based on a preset regularization parameter, the so-called penalty.
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