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Results confirm the high data quality and robustness, where GRAS shows lower bending angle noise against ECMWF than COSMIC and in terms of occultations per day, one GRAS ≈ two COSMIC satellites.
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Conceptual basis, importance and bandwidth of variables, reliability and statistical properties, data and skill requirements, data quality and archiving, robustness under technology change, and cost/benefit issues are factors in indicator design.
Table 2 Recommendations related to data quality and methodologies to improve the robustness of functional analyses based on global fisheries datasets.
The introduced method is evaluated through a detailed simulation in order to investigate its robustness and to ensure data quality, and the results from a proof-of-concept test rig are presented.
Data quality and veracity.
These are easy to acquire and combine high data quality with discriminability and robustness to some types of deterioration.
This procedure reduced the complexity and dimensionality of the input data and substantially improved the quality and robustness of the classification model.
Through real-time bit error rate and error vector magnitude measurements, we show that the NCC-OFDMA system can significantly improve the communication quality and robustness, while enabling data transmission between multiple users, as known from theoretical analyses.
To test the quality and robustness of our road traffic data, we compared our traffic indicators derived from MHD data to comparable indicators using three other data sources.
Human-in-the-loop annotation and validation is another strategy to help improve data sample quality and model robustness, as it is not always possible to replicate human expert knowledge with computerized programs.
Classified text data are then used in statistical language modeling for enhancing its quality and robustness in the task-oriented speech recognition.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com