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The manual currently in use has been tested repeatedly during the data sampling process in the two studies as well as in the pilot study.
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Orchis consists of four components, data consistency models, adaptive data sampling and process protocols, consistency-driven cross-layer protocols and flexible APIs to manage the data quality, to support the goals of high data quality and energy efficiency.
The T is the sampling period, N data samples are processed in one CPI.
These sensors stream movement data to a computer, which maps the data to sample, process, and playback shadows of the live acoustic sound.
There are five steps in the data sampling and cleaning processes, shown as a KNIME workflow in Figure 1.
The main purpose of this research approach is to build toward a classification framework through a continuous comparative analysis of qualitative data collected by the sampling process.
It is possible to (1) describe how pseudo-replication in sampling influences the overall variability in response data using mixed-effects modeling, (2) integrate data to explicitly model the sampling process and account for bias using a hierarchical modeling framework, and (3) examine the relative influence of many different or related explanatory factors using machine learning tools.
The survey employed a two-stage stratified sampling process for data collection.
MCW and BKL created the standardized abstraction form and assisted in the sampling process and data collection.
In Section 3 we will describe in detail the process of data sampling and collection.
Using a stratified multi-stage cluster sampling process, the baseline data was collected through the self-administered structured Village Doctor Questionnaire.
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