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The only basic requirement for its application is the availability of representative data.
The only basic requirement for the data driven approach is the availability of representative data for the phenomena.
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Due to high cost and limited availability of clinical data we applied linear functional forms in terms of β P, β N, β D, β CA. To follow a real life scenario regarding the availability of representative training data, we assume that the data come from a small population of diverse patients.
Furthermore there is a tendency to think that the widespread availability of data and data tools represent a democratisation of the analysis and interpretation of data.
The PC research field has long been hampered by the limited availability of representative model systems.
The analyses suggest that the best choice of calibration method depends on the modeling purpose, the model structure, and the availability and reliability of representative reference data.
The availability of nationally representative survey data presented a promising research opportunity; nevertheless, our study shares the survey's limitations.
The availability of nationally representative normative data permits the comparison of summary scores from one individual or a group of study subjects with scores from a sample representative of the general population.
Therefore, in real life, the datasets for training HMMs are often limited and this can significantly reduce their performance since it heavily depends on the availability of a sufficient quantity of representative training data to calculate the model's parameters [17].
The need for better data is a hot topic in many research circles now, but along with the collection and availability of trustworthy data that is adequately representative for the questions we want to answer, we need the data to be in formats that are easy to use and match across multiple datasets.
Another quirk of human nature is called "the availability bias": Our assessment of risk and danger is driven by available episodes from memory, not representative data.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com