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This implies that coefficient estimates based on sparse categories in the data will "borrow strength" (i.e., shrink coefficients toward a common prior mean) from their neighbors in order to avoid erratic estimates and that estimated values are "smoothed" in order to better recognize the underlying patterns in the data [ 14].
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While the eight-point solver can produce an erratic motion estimate, the proposed method assumes steady state as a fallback mechanism.
However, a major practical difficulty associated with this approach is the large and erratic variability of quantile estimates with respect to the threshold value, which is not known a priori.
Besides, income fluctuates in the course of one's lifetime, whereas consumption is relatively less erratic, hence easier to estimate (Haughton and Khandker 2009).
Applying these stabilized ROP approaches to the HS data set, whose higher ratio of recombination density to genotype density implies a less certain haplotype composition, leads to effect estimates that can be erratic; indeed, such point estimates should not be taken at face value without substantial caveats or examining (if possible) likely estimator variance.
This difficulty is further compounded by acute threshold sensitivity of wind speed estimates, which can be attributed to erratic variation of model and sampling errors with selected threshold values.
Saudi Arabia, unsettled by erratic oil revenues and a young population bulge, with an estimated 50,000 young men failing to find work each year, has hit upon tourism as an important future source of jobs and income.
Inaccurate estimates of ET0 can lead to unproductive use of water, false calibrations of hydrological models, and erratic assessments of groundwater recharge.
The 36Cl ages are between ∼3.0 ka and ∼13.0 ka older than previous estimates based on rates of limestone dissolution derived from the heights of pedestals beneath the erratics.
Erratic genius?
"But it was erratic. it was erratic fire, erratic passion.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com