English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Tools annual

Global: Zendy Free Plan

Global: Zendy Tools monthly

Global: Zendy Plus monthly

Agglomerative hierarchical clustering can be implemented with severalstrategies that differ in the way elements of a collection are grouped togetherto build a hierarchy of clusters. Here we introduce versatile linkage, a newinfinite system of agglomerative hierarchical clustering strategies based ongeneralized means, which go from single linkage to complete linkage, passingthrough arithmetic average linkage and other clustering methods yet unexploredsuch as geometric linkage and harmonic linkage. We compare the differentclustering strategies in terms of cophenetic correlation, mean absolute error,and also tree balance and space distortion, two new measures proposed todescribe hierarchical trees. Unlike the $\beta$-flexible clustering system, weshow that the versatile linkage family is space-conserving.

Versatile linkage: a family of space-conserving strategies for agglomerative hierarchical clustering