Advances in psychology, mental health, and behavioral studies (APMHBS) book series,
Journal Year:
2025,
Volume and Issue:
unknown, P. 367 - 394
Published: Jan. 3, 2025
This
chapter
explores
the
transformative
impact
of
virtual
reality
(VR)
and
artificial
intelligence
(AI)
in
therapeutic
settings.
It
examines
how
VR's
immersive
environments
AI's
data-driven
insights
enhance
practices,
including
exposure
therapy,
cognitive
rehabilitation,
anxiety
management.
By
aligning
with
psychological
neurological
theories,
these
technologies
offer
innovative
solutions
for
improving
patient
outcomes.
The
also
addresses
challenges
such
as
high
costs,
data
privacy,
need
rigorous
research.
Future
directions
emphasize
importance
ongoing
development,
ethical
considerations,
empirical
validation.
Ultimately,
VR
AI
hold
potential
to
revolutionize
offering
more
effective,
personalized,
treatment
options.
Healthcare,
Journal Year:
2024,
Volume and Issue:
12(24), P. 2587 - 2587
Published: Dec. 22, 2024
Federated
learning
(FL)
is
revolutionizing
healthcare
by
enabling
collaborative
machine
across
institutions
while
preserving
patient
privacy
and
meeting
regulatory
standards.
This
review
delves
into
FL's
applications
within
smart
health
systems,
particularly
its
integration
with
IoT
devices,
wearables,
remote
monitoring,
which
empower
real-time,
decentralized
data
processing
for
predictive
analytics
personalized
care.
It
addresses
key
challenges,
including
security
risks
like
adversarial
attacks,
poisoning,
model
inversion.
Additionally,
it
covers
issues
related
to
heterogeneity,
scalability,
system
interoperability.
Alongside
these,
the
highlights
emerging
privacy-preserving
solutions,
such
as
differential
secure
multiparty
computation,
critical
overcoming
limitations.
Successfully
addressing
these
hurdles
essential
enhancing
efficiency,
accuracy,
broader
adoption
in
healthcare.
Ultimately,
FL
offers
transformative
potential
secure,
data-driven
promising
improved
outcomes,
operational
sovereignty
ecosystem.
Advances in information security, privacy, and ethics book series,
Journal Year:
2024,
Volume and Issue:
unknown, P. 190 - 214
Published: July 12, 2024
This
chapter
explores
the
growing
field
of
secure
multi-party
computation
(SMPC),
an
important
part
modern
cryptography
that
protects
privacy
in
group
computing
tasks.
It
does
this
by
looking
at
their
architectural
designs,
security
models,
ways
to
make
them
more
efficient,
and
cross-domain
uses.
goes
into
detail
about
complex
architecture
cryptographic
methods
support
SMPC,
such
as
homomorphic
encryption
sharing
secrets,
which
protect
integrity
data
computations
involving
than
one
person.
also
talks
strong
models
can
against
a
wide
range
threats,
well
algorithmic
design
protocol
implementation
efficient.
In
addition,
it
how
SMPC
be
used
many
different
areas,
like
healthcare,
banking,
AI,
stresses
need
follow
rules
GDPR.
The
ends
with
look
ahead,
talking
new
challenges
trends
are
coming
up.
Advances in psychology, mental health, and behavioral studies (APMHBS) book series,
Journal Year:
2025,
Volume and Issue:
unknown, P. 367 - 394
Published: Jan. 3, 2025
This
chapter
explores
the
transformative
impact
of
virtual
reality
(VR)
and
artificial
intelligence
(AI)
in
therapeutic
settings.
It
examines
how
VR's
immersive
environments
AI's
data-driven
insights
enhance
practices,
including
exposure
therapy,
cognitive
rehabilitation,
anxiety
management.
By
aligning
with
psychological
neurological
theories,
these
technologies
offer
innovative
solutions
for
improving
patient
outcomes.
The
also
addresses
challenges
such
as
high
costs,
data
privacy,
need
rigorous
research.
Future
directions
emphasize
importance
ongoing
development,
ethical
considerations,
empirical
validation.
Ultimately,
VR
AI
hold
potential
to
revolutionize
offering
more
effective,
personalized,
treatment
options.
