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Also, feature-pairs having high correlation values are combinations of different types of features in the context of strong and weak correlations; that is, it could be a pair of strongly correlated features; a strongly correlated feature & a weakly correlated feature; or a pair of a weakly correlated features.
In all cases, the selected block is given an autoregressive covariance structure with correlation parameter 0.9, meaning that the correlation between two correlated features i and j is 0.9|i-j|; no qualitative differences were found when considering negative correlation.
The most straightforward way to remove redundant variables is by using a correlation metric and combining strongly correlated features [ 26].
It is expected that strongly correlated (or inversely correlated) features should show a high correlation coefficient (approximately 1 or −1).
Regarding the first properties, while ReliefF allows the selection of highly correlated features, its performance is unaffected by the existence of correlation itself [21] which, contrarily to QSAR modelling, is expectedly a desirable feature for a successful AD as highly correlated features turn out to be complementary in chemical space coverage.
We are convinced that the ability of detecting correlated features is the most relevant property of l 1l 2Fsincencorrelationisn is a peculiar and important property characterizing the genes.
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They utilized features selected from previous studies [ 1, 4] and PGA (Principal Component Analysis) to obtain the lowest number of non-correlated features, since many are correlated to each other.
Nevertheless, many strongly-correlated features, e.g., the Mott transition, are still be captured correctly [19].
Experimental results show that Kaizen Programming can find low-correlated features in an acceptable computational time.
Figures 16(a) to 16(c) represent the projections of the 3-dimensional space, and Table 12 reports the best-correlated features (see [7], for more details on the acoustic features).
After the selection of non-correlated features, 25 features from the original set of 29 were retained.
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