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We spend hours making datasets work, reformatting pdfs, mashing datasets together.
For the MMR algorithm, since the base learners which process part of the original datasets work in one single machine sequentially, in the next step, we plan to parallelize this step and distribute the computation to more computing nodes for the sake of increasing the computational efficiency.
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In a prior similar study it was shown that using different kernels on heterogeneous datasets works better for gene function classification [ 5].
The DNA microarray technology generating microarray gene expression datasets works as a robust tool in different aspects of cancer based research.
AKB was responsible for obtaining the tax parcel datasets, working with the dataset owners to ensure appropriate use of the datasets, and assisting MJS and CS with GIS activities.
The unbalanced dataset worked better because the number of Asiatic representatives is lower than the remaining classes, and therefore, in the case of the balanced case, a low number of samples can be used for each class.
A parameter set tuned for a specific dataset worked comparably well on the respective dataset, but performed significantly worse or yielded no result on other datasets, see Figure 6.
I love big medical datasets, I work on them in my day job, and I can think of a hundred life-saving uses for better ones.
Google admits that not all datasets will work well for this, but this is going to be a fun feature to play with if nothing else.
To help users with automatically reformatting and validating spreadsheets and other datasets, prior work introduced a user-extensible data model called "topes" and a supporting visual programming language.
However, the evaluation of the RE task depends on reference corpora and/or datasets, which work as a comparison element for analyzing and evaluating systems dealing with this task.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com