Violin plots illustrating the distribution of point biserial correlation values between backbone edges and various edge properties across all networks.

Violin plots illustrating the distribution of point biserial correlation values between backbone edges and various edge properties across all networks.

<p>Red points indicate each method’s average point biserial correlation, with edge properties including weight, degree, weighted degree, betweenness, and weighted betweenness under examination.</p>

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Bibliographic Details
Main Author:	Ali Yassin (1671982) (author)
Other Authors:	Hocine Cherifi (8177628) (author), Hamida Seba (15573133) (author), Olivier Togni (20501355) (author)
Published:	2025
Subjects:	Biochemistry Biological Sciences not elsewhere classified Physical Sciences not elsewhere classified Information Systems not elsewhere classified retaining essential features minimum spanning tree maintain high reachability fields like biology primary linkage analysis covering diverse sizes backbone prioritizes high progressively adding connectivity statistical weight distributions diverse behaviors degree distributions comparative analysis weight edges simplest backbone preserving weight metric backbone world networks weighted networks umb ), substantial edges social networks property preservation overlap coefficient key metrics jaccard similarity insights advance existing techniques disrupts connectivity benefit applications 33 real
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