Treffer: Comparative analysis of WN and PM methodologies: Figure (a) displays the bar chart comparing WN and PM across five distinct concept sets (Methods), highlighting the number of concept sets where the cluster mean distance is significantly lower, indicative of superior embeddings.
Title:
Comparative analysis of WN and PM methodologies: Figure (a) displays the bar chart comparing WN and PM across five distinct concept sets (Methods), highlighting the number of concept sets where the cluster mean distance is significantly lower, indicative of superior embeddings.
Authors:
Publication Year:
2025
Subject Terms:
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, +embeddings%22">xlink "> embeddings, word2vec algorithm applied, span multiple words, mean pairwise distance, single concept identifier, biomedical concept synonyms, embedding techniques, biomedical terms, biomedical synonyms
Document Type:
Bild
still image
Language:
unknown
DOI:
10.1371/journal.pone.0322498.g006
Availability:
https://doi.org/10.1371/journal.pone.0322498.g006
https://figshare.com/articles/figure/Comparative_analysis_of_WN_and_PM_methodologies_Figure_a_displays_the_bar_chart_comparing_WN_and_PM_across_five_distinct_concept_sets_Methods_highlighting_the_number_of_concept_sets_where_the_cluster_mean_distance_is_significantly_lower_ind/28933842
https://figshare.com/articles/figure/Comparative_analysis_of_WN_and_PM_methodologies_Figure_a_displays_the_bar_chart_comparing_WN_and_PM_across_five_distinct_concept_sets_Methods_highlighting_the_number_of_concept_sets_where_the_cluster_mean_distance_is_significantly_lower_ind/28933842
Rights:
CC BY 4.0
Accession Number:
edsbas.6586C4E
Database:
BASE
Weitere Informationen
‘Significant’ designates those with a statistically significant difference in cluster mean distances , while ‘All Comparisons’ encompasses the entire dataset. Figure (b) illustrates the spread of mean distances within the PID Gene Sets, detailing the variance and central tendency across 194 gene sets. ‘Significant’ encompasses gene sets with notable mean distance variations between ‘PM’ and ‘WN’ , and ‘All comparisons’ includes all evaluated gene sets.