Sentence examples for clusters allocation from inspiring English sources

That there was perfect reproducibility of results (number of clusters, allocation of individuals to clusters, classification probability) is reassuring.

Occasionally, cluster allocation occurs in several stages: the DRC survey first allocated clusters among different health zones, then distributed each zone's allotment of clusters among its villages.

Fig. 1 Cluster allocation by governorate.

Cluster allocation is optimized with two different approaches for comparison: using a mincut algorithm and using a genetic algorithm.

So far we have assumed that the algorithm finds the correct cluster allocation every time (CI = 0).

We show that the expected time complexity to find the correct cluster allocation of the prototypes is polynomial.

The clustering can therefore end-up with significantly different cluster allocation (10% different clusters) despite having virtually the same SSE-value (see "Optimality of the random swap" section).

With our clustering benchmark data sets, we compare the results to the known ground truth and observe that random swap finds the correct cluster allocation every time.

Reaching CI = 0 by RKM seems unrealistic, indicating that it is not capable to solve the global cluster allocation in general.

Indirect evidence in [4] showed that two highly optimized solutions with the same cluster allocation (CI = 0) have also virtually the same objective function value (SSE = 0.1%) with significantly different allocations of the prototypes (5%).

In [24] for instance, the authors, in order to maximise total network utility, approximated their best-effort user utility function as a piece-wise linear function and proposed an LP-based cluster allocation algorithm for solving.