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The similarity of forty-five text-based assembly work instruction pairs (obtained from ten work instruction sets) is computed using four text mining algorithms: (1) Word Overlap, (2) Jaccard Score, (3) TF IDF and (4) Latent Semantic Analysis.
tweet relevance regarding URL: we compute the word overlap and the cosine similarity between the candidate tweet and the body content of the linked page, as well as with the title of the Web page.
We corrected for GC-biases by binning together words with equal GC-ratios and calculating the probability of word overlap for each bin.
They avoid combinatorial explosion by a suitable use of appropriate data structures, tightly related to word overlap properties.
We investigated automated semantic mapping of text-based input-output data and attribute names of components using word overlap semantic matching algorithms and using an openly available lexical database.
As a way to demonstrate the feature groupings phase, a semi-automated approach to group the extracted features were then conducted with the assistance of a modified word overlap algorithm.
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The words presented are originally reported in Murphy et al. [ 40], with no word overlapping with the words used in the encoding and retrieval task described below.
Basic notions on word overlaps are introduced, that lead to an overlap graph that is the main data structure to be used.
N2 is more robust to this type of noise than D2*and D2 z due to its correction for word overlaps and normalization of counts (Supplementary Table S2).
The variance 𝕍[ N n (w )] of the word neighbourhood counts corresponds to the variance of the sum of the weighted word counts N w : The covariance of word counts can be calculated according to (Robin et al., 2005): (5) (6) (7) (8) (9) (10 1112) (12) with ϵ indicating word overlaps: In the case where w= w′, we have ℂov[ N w, N w ′]=𝕍[ N w ].
Though my story is only my own and not offered as a generalization for all LGBTQIA voices, identities or experiences, Augustine's words overlap with my experience, and contemporary Christians' failure to heed them provide an example of how far wrong "reparative therapies" can take us in opposition to this original Christian celebration of gender diversity.
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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