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In strong scaling scenarios for highly clustered datasets, domain decomposition may become a performance bottleneck, as the number of splitters generally depends on the number of processors used in the run.
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To fill the gap, we systematically predicted genome-wide isoform-isoform interactions (IIIs) using RNA-seq datasets, domain-domain interaction and PPIs.
Table 1 Description of the datasets used Dataset Domain Users Items Transactions ART1 Artificial 800 5 3200 Artificialicial 2000 5 8000 ELEARN E-learning 509 295 2646 MUSIC Music website 785 3121 9128.
KO provided datasets and domain knowledge of specific issues relevant to the evaluation of detection performance.
This type of machine learning has been used to analyze various datasets including domain mapping of amino acid sequences in proteins and facial recognition in pictures on the web.
In our second measurement scenario, we use a publicly available dataset of domain names known as the DNS Census 2013 [32].
The datasets contained domains from Sordariomycetes, Leotiomycetes, Eurotiomycetes, Dothideomycetes, Pezizomycetes, Saccharomycotina and Taphrinomycotina and represented a broad range of species.
After excluding domains that are present in only one sequence in the entire dataset, a 'Domain Content Similarity' (DCS) Jaccard coefficient is defined as the number of domains present in both of two sequences, divided by the number of domains present in either (for a group of sequences, DCS refers to the average of all pairwise comparisons).
In our most parsimonious scenario, SNAG-1 loss occurred 11 times to explain its actual repartition in our dataset (this domain is absent in 24 sequences).
Overall dataset The overall public domain dataset (7) thus contains between one and four records for each death, with the sum of likelihoods for each individual being unity.
We demonstrate the effectiveness of KeystoneML in achieving high quality statistical accuracy and scalable training using real world datasets in several domains.
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