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If a given group (2 or more) of LiDAR metrics were highly correlated, we retained only one metric by excluding the others that were most highly correlated with the retained metrics.
Pearson's correlation test (r) applied to the 27 candidate LiDAR metrics determined that 18 metrics were highly correlated (r > 0.85) for models using the 5 and 10 pulses m−2.
None of the four BMI change metrics were highly correlated with ΔFMpercentage.
These QC metrics were highly consistent across libraries, supporting comparative analysis of the resulting data.
Both metrics were highly correlated across all populations (Spearman R = 0.733 p < 0.001).
Similar(55)
Given that many other domains will have similar but different sets of parameters, we can conclude that a flexible, pluggable architecture for SLA monitoring and reporting of performance metrics is highly preferable.
With respect to field effects of TDS, reported relationships between SC and benthic macroinvertebrate metrics are highly variable, as studies conducted with regression approaches commonly yield R2 values of <0.5.
However, many landscape metrics are highly correlated and may result in redundancy, which violates the assumptions of a traditional least-squares approach, thus leading to singular solutions or otherwise biased parameter estimates and confidence intervals.
This example illustrates the potential sensitivity of MCA (and all benefit aggregation schemes) to exactly which metrics are included in the analysis – particularly when those metrics are highly valued by beneficiaries or are likely to result in significant tradeoffs with those metrics that have already been included.
Drawing on a dataset of 103,200 votes among 362 randomly selected streets in Philadelphia, the note finds that although the three metrics are highly correlated overall, the Elo Score results in more dispersed standardized scores and a somewhat different rank order than the Win Ratio (Kendall's tau-b 0.864).
Though each measure of centrality provided a numerical value for each individual's status at each iteration, the numerical values of centrality metrics are highly contingent on properties specific to the actual setup, such as group size [13], [14].
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