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We collect statistical data for 149 routes and choose the median instead of the mean as a descriptor of the data because the distribution is quite skewed.
This additional analysis shows that the additive model is a better descriptor of the data than a combined contrast-response gain model where attention has independent effects on c50 and Rmax.
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The descriptor space of the data set for each of the two models is shown in Table 5. Clearly compounds whose descriptor values fall outside those shown should not be used in the respective models.
Mian et al. [6] extracted the spherical face representation (SFR) of the 3D facial data and the scale invariant feature transform (SIFT) descriptor of the 2D data to train a rejection classifier.
While a database provides a single endpoint to query data, other types of data descriptors become necessary when moving data between file systems, or simply to provide a light-weight description of the data.
First, an initial k-means clustering is performed on the local descriptors of the training data to obtain the first-level k-clusters.
However, classifier ensembles can also be constructed by combining different datasets or different representations (here descriptors) of the same data.
If sufficient high quality primary research is available, a summary effect measure may be calculated, i.e., a weighted average of effects across studies which may be a better descriptor of the expected outcome than data from any single study.
Two recall proposals are studied: one involves prototypes (being the key descriptors of the structure of the data) and their activation in the presence of partially available data to be recalled whereas the second proposal involves fuzzy correlation matrices and in principle exhibits some resemblance with a standard correlation associative memories.
Principal components are linear combinations of the descriptors in the data matrix and explain their variance.
Another approach incorporates descriptors of predefined graphs independent of the data set to be analyzed.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com