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Step 3: Compute relevancy values of the samples by solving the matrix problem in equation (16 ).
Sort the relevancy values of all samples, and select some top ranked samples as the final result.
Note that the query vertices only transmit their relevancy information and will never update their relevancy values.
Therefore, the key to the ranking algorithm is to precisely compute the relevancy values of all unknown samples.
We then sort the relevancy values of all unknown samples and select the top ranked samples as retrieved samples, which constitute our predicted miRNA precursors.
In Figure 1, the relevancy values are color coded, i.e. a red indicates a high-relevancy value and a blue indicates a low-relevancy value.
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Well as the web continues to grow search engines like Google are becoming too broad with the relevancy value based solely on keywords dropping.
Word2Vec service's API (Fig. 8) in the relevancy server was implemented as a TCP server, which accepted words of tweets as input, and returned calculated relevancy value as a response.
At the end of the iteration, each vertex updates its relevancy value according to the received information.
To achieve this goal, we associate each sample x i with a relevancy value f i, where f i =1 for all query samples and f i ∈[0, 1] for all unknown samples.
Their voice, i) enables the organization, ii) challenges the status quo and cultivates innovation, iii) inspires those that don't have a voice, iv) increases their market relevancy & value, v) provides leadership and earns trust from the industry they serve, etc.
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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.
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CEO of Professional Science Editing for Scientists @ prosciediting.com