Exact(2)
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.
Similar(58)
We spend hours making datasets work, reformatting pdfs, mashing datasets together.
Recently we've been trying to help our datasets work in the world of linked data - the idea that data needs to be consistently readable across the web.
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.
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.
Read up onTCi's Minimum Nutrition Dataset work here and check out prior posts about the project.
In a remarkable paper published in 1997, John Lott and David Mustard managed to set the agenda for much subsequent dataset work on the impact of guns on crime in America by creating a massive dataset of crime across all U.S. counties from 1977 through 1992 and by amassing a powerful statistical argument that state laws enabling citizens to carry concealed handguns had reduced crime.
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.
Experiment results show that this approach performs well compared to the state-of-the-art techniques on standard datasets and works very well in real surveillance scenarios.
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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