They performed several 'Observing System Simulation Experiments' (OSSEs), and showed that an optimal reconstruction of time-series of meridional flow-speed can be obtained by using 16 ensemble members and only one surface magnetic observation with 30% observational error.
"This was one of the motivations for doing our work because humans also similarly learn by trial and error – by observing reward and learning to reinforce those rewards," he said.
Only five studies determined causes of MAEs through triangulation of methods [ 34, 40, 41, 44, 77, 78, 88], which can be used to corroborate findings and, in the case of direct observation research when combined with interviews, bridge the gap between causes of errors that those observing practice cannot identify alone and those who make errors do not notice themselves [ 25, 40].
The paper maps out possibilities to reduce non-sampling errors such as observing suitable interview duration and timing and matching interviewer characteristics with those of respondents.
The feedback gain in the observer is switched by a proposed geometry classifier to categorize the voltage error into different groups so that the observing strategies can be designed for different error sources, and thereby robust and accurate SOC estimations.
All data were carefully reviewed before beginning the statistical analysis, with researchers observing frequency distributions and searching for possible errors in recording or coding.
The refractive indices are deduced by the third scattering signal and more observing angles are helpful to reduce the measurement errors.
However, studies suggest that exclusively observing experts may induce suboptimal motor learning, and watching errors from non-experts performing simple motor tasks may generate better performance.
The observing response task was based on previous observing tasks.
This approach derives from the expectation that because of genotyping errors, the probability of finding false recombinants between absolutely linked markers is higher than observing absolute linkage for closely (but not absolutely) linked markers.
