Hypergraph Motif Representation Learning
Published: April 4, 2025
Language: Английский
A powerful lens for temporal network analysis: temporal motifs
Discover Data,
Journal Year:
2025,
Volume and Issue:
3(1)
Published: April 28, 2025
Language: Английский
Multiplex measures for higher-order networks
Applied Network Science,
Journal Year:
2024,
Volume and Issue:
9(1)
Published: Sept. 3, 2024
Abstract
A
wide
variety
of
complex
systems
are
characterized
by
interactions
different
types
involving
varying
numbers
units.
Multiplex
hypergraphs
serve
as
a
tool
to
describe
such
structures,
capturing
distinct
higher-order
among
collection
In
this
work,
we
introduce
comprehensive
set
measures
structural
connectivity
patterns
in
multiplex
hypergraphs,
considering
scales
from
node
and
hyperedge
levels
the
system’s
mesoscale.
We
validate
our
with
three
real-world
datasets:
scientific
co-authorship
physics,
movie
collaborations,
high
school
interactions.
This
validation
reveals
new
collaboration
patterns,
identifies
trends
within
across
subfields,
provides
insights
into
daily
interaction
dynamics.
Our
framework
aims
offer
more
nuanced
characterization
marked
both
Language: Английский
A unified active learning framework for annotating graph data for regression task
Peter Samoaa,
No information about this author
Linus Aronsson,
No information about this author
Antonio Longa
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et al.
Engineering Applications of Artificial Intelligence,
Journal Year:
2024,
Volume and Issue:
138, P. 109383 - 109383
Published: Oct. 4, 2024
Language: Английский
Social Inclusion of Gen Z Ukrainian Refugees in Lithuania: The Role of Online Social Networks
Social Sciences,
Journal Year:
2024,
Volume and Issue:
13(7), P. 361 - 361
Published: July 5, 2024
Since
the
start
of
war
in
Ukraine,
Lithuania,
a
country
barely
3
million
inhabitants,
has
welcomed
more
than
85,000
refugees,
mainly
minors
and
young
people.
This
research
focuses
on
youth
segment,
members
Gen
Z,
which
exhibits
marked
gender
bias,
as
majority
are
women.
The
purpose
this
study
is
to
determine
role
played
by
online
social
networks
process
inclusion
host
community.
Methodologically,
conducts
qualitative
approach
through
in-depth
interviews
with
open
code
content
analysis.
results
point
changes
their
behavior
media
users,
such
using
new
networks,
greater
attention
practical
topics
knowing
necessary
services
leisure
opportunities
environment.
Among
conclusions,
positive
effect
these
refugees
stands
out:
being
local
virtual
community
facilitates
interactions
physical
world
country.
Language: Английский
Hypergraph animals
Physical review. E,
Journal Year:
2024,
Volume and Issue:
110(4)
Published: Oct. 17, 2024
Here
we
introduce
simple
structures
for
the
analysis
of
complex
hypergraphs,
hypergraph
animals.
These
are
designed
to
describe
local
node
neighborhoods
nodes
in
hypergraphs.
We
establish
their
relationships
lattice
animals
and
network
motifs,
develop
combinatorial
properties
sparse
uncorrelated
make
use
tight
link
partition
numbers,
which
opens
up
a
vast
mathematical
framework
then
study
abundances
random
Two
transferable
insights
result
from
this
analysis:
(i)
it
establishes
importance
high-cardinality
edges
ensembles
hypergraphs
that
inspired
by
classical
Erdös-Renyí
graphs;
(ii)
there
is
close
connection
between
degree
hyperedge
cardinality
shapes
animal
spectra
profoundly.
Both
findings
imply
can
have
potential
affect
information
flow
processing
systems.
Our
also
suggests
need
spend
more
effort
on
investigating
developing
suitable
conditional
capture
real-world
dependency
structures.
Language: Английский