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General system benchmarks can be found in Table 2.
Preliminary work regarding the Big Data concept described in the present section, including a first concept and benchmarks, can be found in [20].
All the models used for the biochemical and non-biochemical benchmarks can be found at: http://contraintes.inria.fr/~soliman/nicotine_data/ METATOOL's "CONSERVATION RELATIONS" were used when possible, but that only allows to find - as expected - 91 out of the 10 billion invariants for the classic example, in 0.33s.
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Further details of the BAliBASE 3.0 benchmark can be found in [ 16].
Details on the heuristics and the benchmark can be found in the online documentation of the program.
More details of the aforementioned benchmark algorithms can be found in Section 4, and experiments were conducted with the benchmarks to demonstrate the validity of our database in Section 5.
More information about the adopted benchmark functions can be found in [18].
A detailed simulation study of the HSDBC algorithm using several unimodal and multimodal benchmark functions can be found in the work of Nasir and Tokhi [37].
91 Quality assessment of all benchmark papers can be found in online supplementary file 6.
These results and the complete benchmark reports can be found in Additional file 4 [PredictionSummary].
A complete list of all the codes and sequence for the benchmark dataset can be found in Supplementary Material S1, available online at http://dx.doi.org/10.1155/2014/294279.org/10.1155/2014/294279
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