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Our method has a comparable performance as the best existing algorithms on artificial benchmark graphs.
By contrast, we show that the previous best existing algorithms designed with similar settings stabilize in a non-polynomial number of steps in the worst case.
Its round complexity is of the same order of magnitude — i.e., Θ(n) rounds — as the best existing algorithms designed with similar settings.
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We evaluated a number of recent and popular subspace clustering algorithms (see next subsection) and identified HARP [ 13] as the best existing algorithm in terms of subspace clustering accuracy (SCE), clusters coverage (CI) and correct number of clusters (DNC) (refer to Methods: Performance measures).
Not all studies (Mitra et al., 2009) clearly report the complete seizure etiology and GA of babies in the dataset used such as, whether the seizures are secondary to e.g. hypoxic ischemic encephalopathy or whether the dataset consists of full-term or pre-term babies – it complicates the selection of the best existing algorithm for a designated group of patients in NICU.
Last but not least, not all studies (Mitra et al., 2009) clearly report the complete etiology and gestational age (GA) of the babies used in the dataset and do not include seizure etiology e.g. hypoxic ischemic encephalopathy or whether the dataset consists of full-term or pre-term babies – this complicates the selection of the best existing algorithm for a designated group of patients in NICU.
Computational experiments show that the new model and algorithm perform better than existing algorithms.
The proposed algorithm is compared with one of the best existing routing algorithms, GRAB.
It achieves the best performance among the existing algorithms, and at the same computational complexity as that of FxLMS algorithm.
To the best of our knowledge, existing algorithms are not suitable for solving the partner-matching problem efficiently.
It is better than many existing algorithms.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com