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connectionssome

Connectionssome is a term used in network analysis to describe a measurement of how many connections a given node has to a specified subset of other nodes, rather than to the entire network. The name blends "connections" with the word "some" to emphasize partial, predicate-based connectivity. In practice, connectionssome helps distinguish between generic degree and connectivity to a targeted group or property.

Formal definition: Given a graph G = (V,E) and a target subset S ⊆ V defined by a predicate,

Applications: Connectionssome is used to analyze community overlap, reach within a subgroup, or influence in networks

Limitations and alternatives: The concept depends on the choice of subset S and predicates, which can introduce

the
connectionssome
of
a
node
v
∈
V
is
c(v,S)
=
|N(v)
∩
S|,
where
N(v)
is
the
set
of
neighbors
of
v.
A
normalized
version,
c′(v,S)
=
c(v,S)/|S|,
expresses
the
proportion
of
the
target
set
that
connects
to
v.
Some
literature
uses
a
boolean
variant
indicating
whether
c(v,S)
>
0.
where
the
relevance
of
connections
depends
on
belonging
to
a
defined
set
(such
as
a
demographic,
interest
group,
or
functional
role).
It
complements
degree
and
clustering
measures
by
focusing
on
a
defined
subset
rather
than
all
neighbors.
bias
if
S
is
poorly
defined.
It
is
often
used
alongside
other
metrics
such
as
degree,
betweenness,
or
modularity
to
provide
a
more
complete
view
of
network
structure.
In
some
cases,
the
term
is
used
informally
in
software
documentation
as
a
variable
name
or
feature
description.