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Previous studies have located monitors in an ad hoc fashion, favouring the placement of monitors in traffic "hot spots" or in areas deemed subjectively to be of interest.
The number and placement of monitors with respect to the guard(s) must be analyzed carefully in the early stages of design.
Another issue that may have affected the lack of agreement observed in the present study is the placement of monitors.
In addition, satellite AOD data may be used to fit LUR models in locations without ground monitors, and may reduce bias due to non-random placement of monitors.
This suggests, in line with the findings of others, that attenuation of the relative risk depends not only on instrument error but on the number and placement of monitors [ 6, 16, 23] and on the level of spatial variation [ 6, 23, 24].
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There is therefore merit in establishing more objective and rational criteria for determining the most appropriate placement of monitoring points.
In addition, we present approximation algorithms for the setting in which an attacker optimally responds to the placement of monitoring nodes by adaptively selecting the starting nodes for the diffusion process.
However, to minimize costs, an optimal number and placement of monitoring equipment is critical.
With hardware gating, results are variable with respect to the placement of monitoring devices and particular patient geometry/behavior, and parameter optimization in software gating can be understood as analogous.
Witness the recent use of facial recognition technology by churches to record the attendance rates of their parishioners and the placement of monitoring devices on once-innocuous objects like Barbie dolls and children's toothbrushes so parents can keep tabs on their children.
The present study provides valuable grounding for the placement of monitoring sites.
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