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Bonacich

Bonacich refers to Edouard Bonacich, a sociologist known for introducing a central concept in social network analysis, and to the centrality measure named after him. The Bonacich centrality is a family of centrality measures that quantify a node’s influence in a network by considering both its own connections and the centrality of its neighbors. It is also called alpha-centrality or Bonacich power centrality in some contexts.

Bonacich’s work focuses on how power and influence propagate through social structures. In centrality, he proposed

Applications of Bonacich centrality span sociology, economics, and network science. It has been used to study

a
formal
way
to
capture
the
idea
that
a
node
is
important
not
only
because
it
has
many
ties,
but
also
because
it
is
connected
to
others
who
are
themselves
well
connected.
The
centrality
measure
is
defined
with
two
parameters
that
weight
the
contribution
of
neighboring
nodes’
centralities
and
a
baseline
effect.
In
practice,
varying
these
parameters
yields
a
spectrum
of
measures
between
simple
degree
centrality
and
eigenvector
centrality.
When
the
influence
parameter
approaches
certain
critical
values,
the
measure
converges
to
eigenvector
centrality,
linking
Bonacich
centrality
to
other
well-known
centrality
concepts.
power
and
influence
in
organizations,
communities,
and
economic
networks,
as
well
as
to
compare
actors
within
complex
systems.
The
concept
remains
a
foundational
element
in
discussions
of
centrality,
offering
a
flexible
framework
for
assessing
the
relative
importance
of
nodes
in
a
network
according
to
both
local
and
global
structure.
See
also
eigenvector
centrality
and
degree
centrality.