Sentence examples for a random partitioning from inspiring English sources

Here we adopt the modularity-based definition proposed in [40], whereby a good partitioning of a network's vertices into communities is one for which the number of edges between putative communities is smaller than would be expected in a random partitioning.

A positive Q means that there are more arcs between vertices of the same partition and fewer arcs between vertices of different partitions than expected in a random partitioning.

To demonstrate superiority of FastHap partitioning algorithm over a random partitioning, we selected a subset of the dataset at random.

Figure 3 shows the partitions generated using a random partitioning and a greedy partitioning scheme based on the sum of lengths and the product of lengths as attributes.

We compared our graph partitioning technique to other techniques, a random partition, Oblivious [3], and HDRF [6].

RPMF [28] adopted a random partition approach to group similar users and items by taking advantage of decision trees.

We propose a Random Partition Factorization Machines (RPFM) by adopting random decision trees to split the contexts hierarchically to better capture the local complex interplay.

A robust classification procedure is developed based on ensembles of classifiers, with each classifier constructed from a different set of predictors determined by a random partition of the entire set of predictors.

Through a numerical experiment using benchmark datasets from the UCI machine-learning repository, we confirm that (i) the suggested node partition method is efficient compared to a random partition method, and (ii) the classification performance of HMC-LAD isuperioror to existing multi-class LAD algorithms and other supervised learning approaches.

For the assessment of the applicability (prediction error) of the developed QSAR model, at this stage, the submitted data (either by automated retrieval from an online source, or by direct loading from a private data set), is divided into training set and Independent Validation Set (IVS) through a random partition.

Simulations of the neutral coalescent [43], with each sample of size 1,312 having 31 segregating sites (like TLR6) were performed to ask how often a random partition into 894 cases and 418 controls would produce a more extreme association with rare alleles in the case group by chance.