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Sixth, the presence of correlations between exercise frequencies may have contributed to suppression of some regression coefficients. This potential collinearity is owing to intrinsic overlap between on-line and venue participation (or non-participation). That is, some degree of collinearity is unavoidable because of multimodal patterns of play. For researchers curious about controlling for multimodal behaviour on the activity stage, there are limited methods for satisfactory addressing this limitation. While the application of information-reduction strategies comparable to PCA will reduce the variety of variables to non-related elements, this additionally has the aspect impact of clustering together activities that differ structurally – and probably at a modality level – attributable to similarities in participant responses. Other approaches such as dropping variables are similarly limited.
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