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Two independent validation datasets were used to assess the performance of the predictive models: (i) at landscape scale, 49 sampling locations were selected using stratified random sampling based on a 300-m square grid; (ii) at hedge vicinity, 112 sampling locations were selected along transects perpendicular to 14 purposively chosen hedges.
The sampling method for this study was non-probability sampling based on a voluntary sample from a targeted population group.
This initial prediction is then verified or improved efficiently in a second stage using Monte Carlo simulation with importance sampling based on a Kriging surrogate model defined iteratively around the design point using an active refinement algorithm.
It can be calculated exhaustively or, more efficiently, through sampling based on a set of randomly generated oligos.
Rigorous approaches for evaluating land-use and land-cover change interpretation errors include random sampling based on a classification of 'change' and 'no change' (Fuller et al. 2003; Yuan et al. 2005).
That way, the random sampling based on a stochastic grammar - building heavily on the use of small floating point numbers - is translated into an unranking algorithm using integer values only.
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In total, 242 sites were sampled based on a random grid cell for soil laboratory measurements.
Households were sampled based on a multi-stage cluster design.
Households were sampled based on an enumeration of all housing units in the two catchment areas with at least 10% African American households by the 1990 Census.
In our opinion, sampling based on guidelines without a prospective investigative protocol reflects the situation on ICU more reliably.
23 Purposeful and theoretical sampling based on an a priori definition of participants' characteristics was carried out to obtain optimal variety and discursive wealth.
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