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Sixth, lixi88 the presence of correlations between activity 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 fascinated about controlling for multimodal behaviour on the exercise level, there are limited methods for passable addressing this limitation. Whereas the applying of information-discount strategies reminiscent of PCA will reduce the variety of variables to non-related components, this also has the side impact of clustering collectively actions that differ structurally – and probably at a modality degree – attributable to similarities in participant responses. Other approaches such as dropping variables are similarly limited.
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