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The 3DZD performed better than or comparable to the other methods examined, depending on the datasets and evaluation metrics used.
In fitting Eq. (1), depending on the datasets, the uncertainty of the m value, Δm, can also be obtained.
The approach outlined in this paper is flexible, enabling a range of interests to be included, depending on the datasets available and the issues that need to be addressed.
The average standard deviation of bipartition frequencies between the two runs ranged from 0.01 to 0.05, depending on the datasets.
The availability of additional data (i.e. other than SLK-581) necessarily varies depending on the datasets being matched.
In addition, depending on the datasets being matched, there are common data items - such as area of usual residence and event data - that could be used to aid the record linkage.
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Another remarkable observation is that the cell bandwidth varies depending on the dataset.
Also, we detected contrasting information on the richness drivers of biodiversity patterns depending on the dataset used.
A consistent variation in the standard deviation appears when the window becomes larger than 5 10 depending on the dataset.
The radial, PUK, and normalized polynomial (NP) kernels are in close conformity with the cumulative Gaussian distribution in both datasets, while the Laplacian and Bessel exhibit a diverse behavior depending on the dataset.
In the results, we predict DTIs (targets here are proteins from several groups), and show that our method is capable of correctly predicting individual DTI in 27 53 % of cases (depending on the dataset and the target protein group) using only the single top-ranked prediction for a drug, achieving on average the correct prediction in 46.17 % of cases across the four gold standard datasets.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com