Comparative analysis of WordNet replacement impact on data distribution.

<p>Figure (a) presents the Empirical Cumulative Distribution Functions (ECDFs), showcasing the cumulative frequency distribution before and after WordNet replacement, while Figure (b) illustrates the corresponding Empirical Q-Q Plot, detailing the quantile comparison between the original and t...

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التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Enock Niyonkuru (21246879) (author)
مؤلفون آخرون:	Mauricio Soto Gomez (21246882) (author), Elena Casarighi (13205074) (author), Stephan Antogiovanni (21246885) (author), Hannah Blau (6206984) (author), Justin T. Reese (12547269) (author), Giorgio Valentini (45586) (author), Peter N. Robinson (7814636) (author)
منشور في:	2025
الموضوعات:	Cancer Science Policy Space Science Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified semantically meaningful representations received less attention python code implementing ensuring consistent representation combined approach aimed cell lung carcinoma additionally leveraged wordnet 8 %, suggesting reduce embedding noise improving embedding quality higher embedding quality biomedical synonym replacement biomedical concept representations xlink "> embeddings word2vec algorithm applied span multiple words mean pairwise distance single concept identifier biomedical concept synonyms embedding techniques biomedical terms biomedical synonyms mean intra cluster distance vector space unique token results demonstrate replace sets replace concepts potential impact medical concepts medical categories greater intra generated using future work downstream tasks commonly used common representatives cluster coherence
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Comparative analysis of WordNet replacement impact on data distribution.

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