However, at the level of individual datasets, reductions in ΘW were ≥ 20% of the 'true' value for 9-10 of the 33 simulated datasets with unresolved genotypes.
Among these datasets, reductions in −2×log-likelihood from more than 1 to more than 16 were seen, and for most of them improvement in goodness-of-fit was equally marked.
It appears in prostate cancer, as in this gene expression dataset, the reduction of Entropy is not the major factor responsible for the increase in MPR-Statistical Complexity.
In addition, one published dataset containing reduction mammoplasties and cancer normals was used [ 20].
Upon applying previous classification rules (as described in earlier studies [ 7]) on PASS2.2 dataset, severe reduction of length-deviant superfamilies was noticed (from 64 in PASS2.2 to four in PASS2.3 dataset).
Given the size of the genomic datasets, dimensionality reduction methods such as principal components analysis, information gain and multifactor dimensionality reduction will be essential to make complexity algorithms tractable (Hahn et al., 2003; Statnikov et al., 2005; Yeung and Ruzzo, 2001).
If FST values calculated on the basis of repeat numbers at these 138 microsatellites were instead compared with those calculated on the basis of PCR fragment lengths at all 246 microsatellites in the human-chimpanzee dataset analogous reductions were observed (max = 10.6%, mean = 4.82%, SD = 2.13%).
In Section 4, we analyze a dataset with noise reduction preferences from an offline data collection experiment in order to obtain a reduced set of features for online usage.
Besides, we only considered the utterances from positions P01, P02, and P05, because these three positions and microphone A were in-line and the speakers' utterances were directed to microphone A. Table 5 Experimental results on the use of modified multiple NNs configuration for known positions (matched conditions) Method Dataset Error rate reduction P01 P02 P05 Avg.
