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Table 4 The first three columns of the table show EVA results (α=0.8) in the semantic network, where nodes within the same community of star are highlighted according to three different dimensions: the semantic domain of star according to size is quite different from the other two ones. The last column of the table shows LOUVAIN results, where only the topological component is used: a classic approach, contrary to an attribute-aware one, merges in a unique cluster all the meanings of the word

From: Identifying and exploiting homogeneous communities in labeled networks

Star clusters

arousal

gender

size

Louvain

 

dawn

dawn

earth

earth

sky

diamond

gaze

galaxy

night

dark

glitter

glow

infinity

void

abyss

glow

shine

moon

dawn

sunshine

light

sky

planet

celebrity

astronaut

neon

sunrise

sky

sparkle

candle

sparkle

sunset

sun

glitter

diamond

sunshine

world

universe

light

neon