Our experiments consider 11 algorithms and 35 instance distributions; they also span a very wide range of SAT, MIP, and TSP instances, with the least structured having been generated uniformly at random and the most structured having emerged from real industrial applications.
Then, redundancy of two given feature can be measured by comparing the corresponding instance distributions directly.
The idea that motivated this change was that different instance distributions would ensure a certain level of diversity for the constituent classifiers of the ensemble.
The output of the clustering algorithm is k clusters, which should correspond to any known classes in terms of instance distribution.
Here, we propose a novel redundant feature subset measure REMI by comparing feature predictive powers directly, which is recorded by its instance distribution explicitly including clear-discerned instances and blur-discerned instances.
Feature's prediction power is recorded by its instances' distribution explicitly, which includes clear-discerned instances and blur-discerned instances.
For instance, animal distributions can be mapped onto physical biogeoclimatic zones, ecozones, biogeographic zones, or in the case of aquatic organisms, major drainage systems (e.g., COSEWIC 2009).
For instance, the distributions of As after flushing at 5 cm/d for 500 years or 0.5 cm/d over 5000 years are comparable.
For instance, comparable distributions of QTL effect size for body shape traits in this and earlier studies (Albert et al. 2008; Rogers et al. 2012; Table 2 and Figure S2) suggest that the influence of Beavis effect on body shape traits in this study has probably been small.
The very poorest, in particular, he argues, need to be given more choice so that they aren't dependent on just one or two potentially corrupt low-ranking functionaries for their dealings with the state – for instance the distribution system, which channels food at controlled prices to the poor and which, as it stands, is open to subversion on various levels.
For instance, the distribution of melt-blown fiber diameters is uneven [10].
