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By focusing on a single task, a program can eradicate much irrelevant code that often results in excess overhead, redundant complexity, and a lack of flexibility.
In the proposed framework, the regularization strategies are adopted to help us increasing the numerical stability of identifier while mitigating the redundant complexity of hidden neurons.
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In addition, alignment was possible even with the presence of redundant sequences (low-complexity sequences), and thus, comparisons that reveal high sequence identity and/or variation could be made.
Firstly, the revelation that certain objectives are redundant, significantly reduces the complexity of the optimization problem, implying lower computational cost and higher search efficiency.
The content and number of messages should be simplified or streamlined before being scaled-up to minimize intervention complexity and redundant communication.
However, despite this tremendous leap in knowledge, electrophysiology studies and ablation procedures are often tedious and redundant, due to the complexity of the methodology used.
The set SIG1 is computed as described in [ 42, 43], which is summarized as follows: 1. Identify maximally repeated words of length [m, n]. 2. Remove low complexity words, redundant words, and words that are contained in repeat elements.
Simulations demonstrate that the PDSO algorithm is more efficient in switching off the redundant PBSs, for which the complexity of the algorithm is greatly reduced.
However, as the non-orthogonality between the chirplet with different chirp rates, the CT is very redundant which makes the computational complexity too high.
After checking the reliability of the symbol estimates by listing all possible combinations of tentative decisions, the n q most unreliable users are re-examined via a number of selected constellation points in a greedy-like approach, which saves computational complexity by avoiding redundant processing with reliable users.
One seeks to avoid the complexity of the redundant probe sets by redefining Affymetrix probe sets in custom Chip Definition Files (CDFs), so that all probes from redundant probe sets are assembled into a single probe set [24].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com