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Epistemic

Epistemic is an adjective describing matters related to knowledge, its sources, and the justification of beliefs. The term derives from the Greek epistēmē, meaning knowledge or understanding, and is used across philosophy, linguistics, statistics, and related fields to distinguish knowledge-related phenomena from other types of claims.

In philosophy, epistemic concerns are central to epistemology, the study of knowledge. Epistemic concepts address how

In linguistics and cognitive science, epistemic relates to modality—how statements express the speaker’s degree of certainty

In statistics and decision theory, epistemic uncertainty denotes uncertainty arising from incomplete knowledge about a system

In artificial intelligence and machine learning, epistemic uncertainty is often distinguished from data-related (aleatory) uncertainty and

beliefs
are
justified,
what
counts
as
evidence,
and
how
certainty
is
achieved
or
undermined.
The
label
“epistemic”
is
used
to
classify
claims,
processes,
or
standards
that
pertain
to
knowledge
rather
than
to
the
external
world
itself
(ontic
claims).
Terms
such
as
epistemic
justification,
epistemic
rationality,
and
epistemic
virtue
describe
how
agents
should
form
and
revise
beliefs.
or
evidential
basis.
Epistemic
modality
is
conveyed
through
verb
forms,
adverbs,
and
intonation,
as
in
sentences
that
indicate
possibility,
probability,
or
certainty.
Epistemic
verbs
(know,
believe,
suppose)
and
epistemic
adverbs
(probably,
perhaps,
allegedly)
signal
the
speaker’s
knowledge
state.
or
model,
which
could
be
reduced
by
gathering
more
information
or
refining
models.
This
is
contrasted
with
aleatory
uncertainty,
which
stems
from
inherent
randomness
and
cannot
be
eliminated
by
further
study.
informs
approaches
to
active
learning,
model
refinement,
and
data
acquisition
to
improve
decision
making.