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With the availability of more and better quality pharmocogenomic data, our approach will have more reliable findings.
While our experiments were conducted on tweet sentiment data, our approach can be applied to all text classification tasks.
Using this account-based data, our approach is to help sales management see specific actions & interests from their incoming leads," said Liang.
For unbalanced data, our approach maintains the balance between sensitivity and specificity more adequately than many other classification methods considered in this study.
For the evaluation of the data, our approach uses four variables to select the most suitable channel; while for the majority of the spectral handoff, algorithms use only one or two variables of information.
On clinical MS data, our approach exhibits a significant increase in the accuracy segmenting of WM lesions when compared with the rest of evaluated methods, highly correlating (r≥0.97) also with the expected lesion volume.
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Increasing the coverage of SMRT sequencing data (our ongoing approach) could potentially resolve this apparent discrepancy.
For CT image size data, our GPGPU approach has more than double the performance of the OpenMP method and has 1.45 times performance of the MPI method.
Due to decision trees' ability handling mixed data type, our approach is able to handles data with mixed type.
Furthermore, we have tested the link-analysis on a variety of test videos: the KTH data, which is the largest dataset, the skating video data, where our approach demonstrated its ability to deal with cluttered background and moving cameras and the surveillance data where our approach was able to cope even with very subtle hand movements.
In the case of the GAW15 data set our approach enabled use of the entire data set.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com