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Tang et al. have surveyed the ten most influential data mining algorithms in the research community [25].
Visual assessment was not a reliable method of influence analysis as there was no direct relationship between the most influential data and the highest observed streamflows.
We found that a choice of 30 50 is suitable for hydrological applications similar to those explored in this study (30 points identified the most influential data 98% of the time and reduced the required recalibrations by 99% for a 10 year calibration period).
The most influential data points, as identified by their Cook's statistic, were assessed for their impact on the model coefficients and their significance levels.
This cut point was primarily derived from a review of studies that examined the association of A1C values with incident retinopathy, and some of the most influential data were obtained from recently published prospective studies.
Cook's distance analysis found that the two most influential data points were Romania (Cook's distance = 1.140) and the United Kingdom (Cook's distance = 0.995), both of which had median high prevalence rates of exclusively cyber-bullying among all countries.
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Hans Rosling, TED's luckiest discovery and most influential muse, uses data-set animations, moving bubble graphs that render public-health data as it changes, challenging conventional wisdom about the developing world.
Air temperature was found to be the most influential parameter to data-driven models, followed by sunshine duration, wind speed and relative humidity.
To do this, we compute the EIS for the most influential node in each data set by our EISE algorithms and by the SP algorithm, respectively.
The first is its ability to select parameters on the basis of a parameter-increase method to permit the identification of the most influential parameters in the data.
The absolute magnitude of the regression coefficients was used to determine which SNP are most influential in the training data set.
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