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It does not explore all possible combinations of statistics, but in any iteration selects only one candidate statistic that improves an optimization criterion, given the current stage of the algorithm.
As expected, the local choice led to different combinations of statistics, and it had an effect on the scaling of the statistics for pls.loc, l1b.loc, and l2b.loc.
This is because we want our method for choosing parameter-specific combinations of statistics to use the information comprised in the difference in scale among the original statistics—even in the vicinity of s.
For these reasons, the choice of summary statistics should aim at reducing the dimensions, but also at extracting (combinations of) statistics that contain the essential information about the parameters of interest.
Similar(55)
How unusual is that combination of statistics?
How rare is such a combination of statistics?
In the vein of "Real Time With Bill Maher" and, in spots, "The Daily Show With Jon Stewart," it's a familiar format, with each episode touching on a hot-button topic through a combination of statistics, punchy round-table conversation and a bit of ribbing of those who fall on the wrong side of the opinion of Mr. Holmes, a former CNN anchor now empowered to be both stern and loose at the same time.
These are intended to facilitate the combination of statistics and machine learning with topological data analysis.
First, they spotted clusters of waves that tend to roll along together, then they analyzed each cluster's length and height, and they finally used a combination of statistics and dynamical equations to determine which of those clusters was most likely to go rogue.
What if a hiring manager knew the exact combination of statistics that would indicate a potential hire is always on time with deliverables, excellent at developing relationships, and likely to stay with her employer for an extended time?
The award, sponsored by Louisville Slugger, is based on a combination of statistics, including batting average, on-base percentage, and slugging percentage, as well as the coaches' and managers' general impressions of a player's overall offensive value.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com