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The rate of outlier generation is thus an indirect indicator of the level of temporal locality of the data stream.
This locality of the data problem is commonly referred to as the lack of sufficient data in the training partitions [37, 38].
In the resulting code, index jumps can be totally avoided, which leads to an asymptotically optimal spatial and temporal locality of the data access.
Further, we posit that our work can be extended by defining a third step based on the semantic locality of the data, providing a further reduction in the number of anomalies which are false positive.
Clearly, when there are bursts of homogeneous behavior within a given temporal locality of the data stream named as monotonous data in this study, very few outliers are observed.
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This method was chosen because it follows the 'locality' of the data as opposed to polynomial smoothing, which is a global graduation technique, is influenced by the extreme points (young and old ages) and is not as flexible.
To our knowledge, it is the first trial to introduce both the globality and the locality of the whole data space into the matrixized classifier design.
As a result, a new regularization term Rgl is designed, expected to simultaneously represent the globality and the locality of the whole data domain, further boosting the existing matrix-based classification method.
SAMOVA analyses of haplotypic data consistently separated LM from other localities regardless of the data set used, although the optimal number of groups was generally 3 and the third group varied between data sets (Additional file 1: Table S4).
Load-aware request distribution [9, 10] use content-based request distribution which considers the locality of data and the load on the cluster nodes.
The localities of the real data sets were randomized without changing the sample sizes for each locality.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com