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We therefore first investigated whether this applied to conserved ST miRNAs as well, by comparing the HCNE density in a 300 kb window centered on the ST miRNA with random coding and non-coding genomic regions with similar gene density (see Methods).
Random coding would never work in practice: the size of Shannon's hypothetical codebook doubled with each additional bit in the message.
And by demonstrating that the vast majority of random coding schemes were capacity-approaching, Shannon offered hope that one of the practical ones was as well.
Random coding yields the biggest gains in networks where connections are spotty, but where there are several possible routes between sender and receiver.
But any more practical coding mechanism like repeating the original message, or adding extra bits that described message bits was the equivalent of some random coding scheme, in that it would generate the same code words.
The extracted features are then passed for classification via ECOC approach where binary classifiers are coded using Sparse random coding design and decoded using Hamming distance.
Based on the new measure, we stress on how to design coding matrices preventing codification ambiguity and propose a new sparse random coding matrix with ternary distance maximization.
Ho, Médard, and their colleagues proved mathematically that if the same group of messages was sent to several different receivers, random coding made the most efficient possible use of the network's bandwidth.
then the achievable rate of such random coding argument vanishes.
All achievable rate regions in [16] are based on random coding.
This random coding is not a new technique but it is included for completeness.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com