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The redundant attribute increases the dimensionality of the high-dimensional data and the complexity of the index structure, decreasing the efficiency of building and retrieving the index structure.
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We skip here the detailed entries of c and D due to the complexity of the indices, but their construction follows closely with (28) and (26), respectively, and (mathbf{D} = mathbf{c} mathbf{c}^{H}).
In addition, the computational complexity of calculating the index of the counterpart ML estimate from Eq. (22) can be neglected due to it needs only a few additions.
When used with costly biological network alignment tools, the time complexity of these indexing methods become impractical.
Increasing the number of variables may improve the accuracy, however it also increases the complexity and cost of the index.
Reducing the complexity of power Doppler indices to 12 joints in the manner of Naredo et al 24 had the effect of increasing the AUC, suggesting that joints effective for monitoring disease activity also have good specificity as predictors for RA.
Since our strategy is based on simplifying the complexity of the data using indices of pathway activity we first asked whether these were also effective indicators of toxicity response.
Our approach reveals the complexity of the relationships between indices of white matter structure and cognition and shows the importance of flexibly analysing patterns of disruption across the whole brain.
No significant effect of the paternal CVM genotype on the daughter fertility index was shown probably due to the complexity of traits this index is composed of.
In this paper, we study the complexity of finding the Grundy index of a graph.
However, the complexity of the task of creating this index was underestimated and the relative simplicity of the human genome with four known nucleic acids arranged in a linear coding order allowed the process of the sequencing of the human genome to progress exponentially [ 1].
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