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SP and DL achieved the highest precision, while CNNs achieved the best recall rate.
On the other hand, Markov-chain with a fixed length of 3 achieved the highest precision values with SUB-7 and SUB-12.
With SUB-12, P-DPA_MN achieved a precision of 56.80 % and P-DPA_M1 achieved 53.66 % whereas MC_3 achieved the highest Precision value of 66.64 %.
P-DPA_M1 with SUB-2 achieved the highest precision value of 77.78 %, and Markov-chain with a fixed length of 3 achieved 72.03 %, while P-DPA_MN comes in third place with a precision of 70.26 %.
With client-S1, who has an extremely irregular behavior, Markov-chain algorithm with a fixed length of 3 achieved the highest Precision value of 18.15 %, while P-DPA_M1 achieved 12.90 % and P-DPA_MN achieved 16.80 %.
Notably, the collective resolution algorithm CR achieved the highest precision (87.95 %) and the highest F-measure (58.17 %), which were both significantly higher than those of the other six methods.
Similar(48)
An interesting observation is that when using SPNs of 512×512 and 512×256 pixels, HC achieves the highest precision rates in most cases.
With virtual clients, client-M4, client-M5 and client-F8, who have a regular behavior, the P-DPA algorithm was able to achieve the highest precision values over the Markov-chain algorithm with different fixed lengths.
The proposed hybrid system performance reached an F-measure of 0.63, with precision at 0.76 and recall at 0.54 on the 2012 i2b2 Natural Language Processing corpus for the temporal relation (TLink) extraction task, achieving the highest precision and third highest f-measure among participating teams in the TLink track.
Betweenness centrality achieves the highest precision (90%) for the top 10 genes.
As shown in the table, with similar recall, our approach achieves the highest precision.
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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