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argmina

Argmina is a term sometimes used in mathematics to denote the set of arguments that minimize a function. It is formed as a plural reference to argmin and is less common than the singular expression “argmin” but appears in some texts and discussions of optimization problems.

Definition and notation: For a real-valued function f defined on a domain X, the argmin of f

Properties and examples: If f is convex on a convex set X and has a unique minimizer,

Relation to broader optimization: Argmina is related to the concept of argmax, as both describe the input

is
the
set
Argmin
f
=
{
x
in
X
|
f(x)
=
min_{y
in
X}
f(y)
}.
When
the
minimum
is
unique,
Argmin
f
contains
a
single
element,
often
written
as
x*,;
otherwise
it
can
be
an
interval
or
a
more
general
set,
in
particular
not
necessarily
connected.
Argmin
f
=
{x*}.
Example:
f(x)
=
(x-2)^2
on
R
has
Argmin
f
=
{2}.
Example
of
multiple
minimizers:
f(x)
=
0
for
x
in
[0,1],
f(x)
=
(x-2)^2
elsewhere;
then
Argmin
f
=
[0,1].
Applications
include
statistical
estimation,
machine
learning,
and
operations
research.
In
differentiable
cases,
interior
minima
satisfy
∇f(x)
=
0
and,
for
constrained
problems,
Karush-Kuhn-Tucker
conditions
apply.
values
that
optimize
a
given
objective
function.