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To assess statistical significance, 1000 repetitions of the benchmark dataset were generated by randomly shuffling the order of the assays and repeating the procedure described above.
To assess statistical significance, 1000 repetitions of the benchmark dataset were generated by randomly shuffling all components of the dataset (i.e. the order of the molecules, the set of neighbours) and repeating the procedure described above.
More specifically, similar to [7], the mixtures in the test dataset were generated by adding the reverberant target and interfering signals together which is equivalent to assuming superposition of their respective sound fields.
Our measures of telecommunications activity are provided by Telecom Italia as part of the Telecom Italia Big Data Challenge.4 The Call Detail Records (CDRs) aggregated in the dataset were generated by the Telecom Italia cellular network in Milan between November 1, 2013 and January 1 , 2014
The data sets supporting the results for the discovery phase (NGRC dataset) were generated by our group and are publically available in the NCBI dbGaP repository, phs000196.v2.p1, (http://www.ncbi.nlm.nih.gov/projects/gap/cgi-bin/study.cgi study_id=phs000196.v2.p1).cgi study_id=phs000196.v2.p1
First, EST-SSRs (ESTs containing SSR) with no BLAST hits to known genes were excluded; second, unique SSRs for each dataset were generated by comparing them to all public cotton microsatellites deposited in CMD http://www.cottonmarker.org according to sequence ID, target SSR, and primer sequences; and third, internal companions among the three datasets were conducted to reduce redundancies.
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The synthetic dataset is generated by LinkBench and the graph database benchmark published by Facebook [1].
Since the synthetic dataset is generated by a random function, the data generated each time is inconsistent.
The training dataset is generated by selecting features, or samples, that exhibit data dependency to the keys.
The Scaffold Tree for each dataset was generated by using the linear fragmentation function in the Molecular Operating Environment MOEE) suite [29].
The wind speeds in the dataset are generated by MASS v.6.8 mesoscale model, which is initialized with input from Atmospheric Research Global Reanalysis and assimilates both surface and rawindsonde data.
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