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The true utility of the new methods is to find partitioning schemes for datasets that are too large to analyse with existing methods [ 2].
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Statistical thermodynamics was applied to find partition functions, interaction energies, and free energies to characterize the five phases appearing in the measurements.
The clustering step is to find partitions in the graph.
The goal of graph clustering is to find partitions on the graph such that the edges between different groups have a very low weight (von Luxburg, 2007).
Similarly, Duran and Rützler [14] found partitioning of mtDNA haplotypes of a Caribbean marine sponge (genus Chondrilla) across mangrove and reef habitats, but not geographically distant locations.
In all cases, our method finds partitioning schemes that outperform those selected with traditional approaches to partitioning, when measured by metrics such as AICc and BIC.
The water also found partitioned to reverse micelles in the modified phase.
Not only the computation times of our tool were far better, but our tool found partitions of more than 4 banks which were superior in terms of energy consumption than the four-bank solutions found by the previous technique [5]: column 7 reports the energy savings versus the full exploration for M=4.
The goal of the scalable workload-driven partitioning scheme is to find the partitions with optimal association and load.
We used PartitionFinderProtein [ 65] to find optimal partitioning schemes and models for all concatenated matrices.
If there are none, then the algorithm terminates, since we are unable to find a partitioning scheme better than the current scheme.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com