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Dr Mukul Agarwal, a former medical officer for the GB Paralympics team, said: "I do have concerns about the way classification works currently and about the potential for cheating.
This classification works effectively to show data with a normal distribution.
For instance, we have noticed that genre classification works well to differentiate between abstract, large categories (Jazz versus Rock), but its performance degrades for more precise classes (e.g., Be-bop versus Hard-bop).
These findings demonstrate that the classification works well.
This is also consistent with the finding that protein classification works well with word correlation matrices (Lingner and Meinicke, 2008b).
The second experiment, using RNA-Seq data from a prostate cancer xenograft into a mouse demonstrates that the classification works on a real mixture.
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Thanks to this systematic classification work, the mapping optimization of 8PSK is much more simplified.
Classification work is performed to establish independent life-cycle stages for each material.
To our knowledge, this is the first time that this type of procedure has been adopted in classification work.
And soft money tends to fund more applied projects, rather than core classification work, "which can be done only here," he warns.
The primary purpose of the accuracy assessment was to deliver the results based on how well a classification worked under the realistic scenario.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com