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.
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.
Conceptual models of property rights and institutions often ignore that, in many instances, the distribution of land ownership is not the result of the operation of "perfect" markets but reflects power structures.
The staining patterns were different from one case to another but, again, usually similar for all antibodies and in some instances the distribution of staining was similar to, but more pronounced than, that observed in nonarthritic cartilages from older subjects.
Notably, our previous analysis indicated that the mtDNA divergence could not be explained by mtDNA introgression, nor did it correlate with possible gender-biased dispersal differences, which are common phenomena in many instances of distribution discordance between mtDNA and nDNA markers (Bar-Yaacov, Arbel-Thau, et al. 2012; Toews and Brelsford 2012).
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].
