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We add 1 to the gradient matrices at each point corresponding to a correct token/tag assignment or a tag/tag transition in the training tag sequence y.
where and are the occupancy rates estimated, respectively, on positive examples (corresponding to a correct decoding situation, noted ) and on negative examples ; is the weight of the component of state at the previous step and is the updated weight.
With prior probabilities based on class prevalence the apparent error rate was 20%, corresponding to a correct classification of 37 out of 46 tumours.
With prior probabilities based on the belief network the apparent error rate was 15% corresponding to a correct classification of 39 out of 46 tumours, the cross validation and 632+ error rates were 32%and37%7% respectively, indicating that the prior probabilities measurably improve the generalisation performance of the classifier.
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Then, the resultant F-maps were corrected for multiple comparisons with the threshold of P < 0.005 and cluster size >98 voxels, corresponding to a corrected P value of <0.05 as determined by AlphaSim (http://afni.nimh.nih.gov/pub/dist/doc/manual/AlphaSim.pdf).nih.gov/pub/dist/doc/manual/AlphaSim.pdf
Only enrichment p values exceeding 0.0022 were deemed significant (corresponding to a Bonferroni corrected p value of 0.05 across 23 tested COG terms).
The median number of days of age at MRI was 49, corresponding to a median corrected GA of 38 weeks at testing (interquartile range 34 41 weeks).To confirm the choice of regions of interest for the quantitative analysis, we compared the statistical parametric map showing the voxel-wise dependence of T1 on GA to the regions of interest.
This z-score/cluster size criterion was conservative, corresponding to a multiple-comparison corrected threshold of p = 0.025.
Grammatical judgment is tested by asking the child to decide whether a sentence corresponding to a picture is grammatically correct.
At Z > 2.58 (corresponding to a p value <0.05 corrected for multiple comparisons) four of the twelve subjects showed significant correlation with at least one RSN.
Genome-wide significance thresholds were determined by calculating the P value corresponding to a Benjamini and Hochberg corrected FDR of 5% [ 23].
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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