IGI Global eBooks,
Journal Year:
2025,
Volume and Issue:
unknown, P. 163 - 184
Published: April 4, 2025
Cloud-based
legal
platforms
can
transform
aid
for
marginalized
communities,
according
to
this
chapter.
Geography,
cost,
and
social
stigma
prevent
many
people
from
seeking
aid.
Underserved
populations
are
disproportionately
affected
by
justice
gap,
which
makes
it
difficult
them
navigate
complex
systems
assert
their
rights.
Legal
service
providers
overcome
these
barriers
with
cloud
technology,
making
services
more
accessible
affordable.
Virtual
consultations,
document
submission,
case
management
allow
users
interact
lawyers
anywhere,
anytime.
Marginalised
where
location
or
cost
traditional
services,
need
flexibility.
IGI Global eBooks,
Journal Year:
2025,
Volume and Issue:
unknown, P. 231 - 250
Published: April 4, 2025
The
implications
of
ownership
and
joint
in
cloud
environments,
particularly
light
multi-tenant
systems
open-source
contributions,
are
discussed
here.
There
is
a
focus
on
the
roles
that
major
organizations
like
United
States
Patent
Trademark
Office
(USPTO),
European
(EPO),
World
Intellectual
Property
Organization
(WIPO)
play,
as
well
specific
guidelines
Union
Artificial
Intelligence
Act
executive
orders
issued
by
artificial
intelligence.
Furthermore,
chapter
highlights
critical
importance
data
privacy
regulations,
such
General
Data
Protection
Regulation
(GDPR)
California
Consumer
Privacy
(CCPA),
context
patenting
cloud-based
intelligence
inventions.
Concerns
pertaining
to
ethics,
possibility
patent
trolls,
overlap
with
trade
secret
protection
some
challenges
risks
associated
this
rapidly
changing
environment.
IGI Global eBooks,
Journal Year:
2025,
Volume and Issue:
unknown, P. 417 - 434
Published: April 4, 2025
To
better
understand
the
behavioral
patterns
that
customers
display
while
making
decisions,
this
research
project
examines
intersection
of
online
marketing
and
consumer
behavior
using
data-driven
approaches.
The
study
starts
with
preprocessing
data,
which
entails
data
transformation
techniques
to
ensure
attributes
used
as
input
for
analysis
are
relevant
clean.
This
also
includes
process
encoding
normalizing
a
range
client
attributes,
such
demographics,
internet
activity,
purchasing
patterns.
Then,
feature
selection,
Recursive
Feature
Elimination
(RFE)
algorithm
is
used.
improve
model's
performance,
identifying
features
have
biggest
effects
eliminating
those
not
crucial.
In
study,
customer
classified
Support
Vector
Machines
(SVM),
sophisticated
classification
technique
can
capture
complex
non-linear
relationships
in
data.
Performance
metrics
like
accuracy
precision
assess
support
vector
machine
(SVM)
model.
IGI Global eBooks,
Journal Year:
2025,
Volume and Issue:
unknown, P. 63 - 84
Published: April 4, 2025
The
critical
function
that
cost
management
plays
in
cloud
computing
for
modern
businesses,
with
an
emphasis
on
the
requirement
efficient
strategies
to
maximize
operational
efficiency
and
minimize
expenses.
As
more
businesses
move
their
operations
cloud,
becomes
increasingly
important
preventing
excessive
spending
ensuring
organization's
continued
financial
viability.
There
are
a
number
of
strategies,
one
which
is
utilization
monitoring
optimization
tools
produce
real-time
insights
into
resources.
This
highlights
significance
auto-scaling
scheduled
resource
shutdowns
order
dynamically
manage
resources
accordance
demand,
thereby
reducing
expenditures
not
particularly
necessary.
IGI Global eBooks,
Journal Year:
2025,
Volume and Issue:
unknown, P. 145 - 162
Published: April 4, 2025
Economic
policy
optimization
requires
accurate
forecasting
and
data-driven
decision-making
to
navigate
complex
financial
situations.
This
research
combines
predictive
analytics
machine
learning
models
analyse
historical
economic
data
project
future
trends
using
AI-driven
forecasting.
The
suggested
approach
uses
time
series
(ARIMA,
LSTMs)
ensemble
techniques
increase
the
accuracy
of
macroeconomic
forecasts,
including
GDP
growth,
inflation
rates,
labor
market
dynamics.
Additionally,
AI-powered
process
real-time
indicators
dynamically
adjust
recommendations
in
response
global
fluctuations.
improves
fiscal
stability
reduces
uncertainty
by
facilitating
proactive
planning.
By
integrating
projections
into
Business
Intelligence
(BI)
dashboards,
which
provide
decision-makers
with
interactive,
information,
efficacy
strategies
is
further
enhanced.
In
order
ensure
governance
a
economy
that
always
evolving.
IGI Global eBooks,
Journal Year:
2025,
Volume and Issue:
unknown, P. 163 - 184
Published: April 4, 2025
Cloud-based
legal
platforms
can
transform
aid
for
marginalized
communities,
according
to
this
chapter.
Geography,
cost,
and
social
stigma
prevent
many
people
from
seeking
aid.
Underserved
populations
are
disproportionately
affected
by
justice
gap,
which
makes
it
difficult
them
navigate
complex
systems
assert
their
rights.
Legal
service
providers
overcome
these
barriers
with
cloud
technology,
making
services
more
accessible
affordable.
Virtual
consultations,
document
submission,
case
management
allow
users
interact
lawyers
anywhere,
anytime.
Marginalised
where
location
or
cost
traditional
services,
need
flexibility.
