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basistype

Basistype is a term used in mathematics and computer science to describe the kind of basis used to represent elements of a vector space, function space, or data space. It is not a single object but a classification of the representation method chosen for a particular problem.

In linear algebra, a basis is a set of vectors that are linearly independent and span the

The choice of basistype affects representations and operations. A vector is expressed as coordinates relative to

In software and data science, basistype can also function as metadata describing how data is organized or

See also: Basis, Change of basis, Vector space, Coordinate system.

space.
A
basistype
specifies
properties
of
that
basis
and
can
influence
computational
behavior.
Common
basistypes
include
the
canonical
(standard)
basis,
where
each
basis
vector
has
a
single
nonzero
entry;
an
orthonormal
basis,
where
vectors
are
mutually
orthogonal
and
of
unit
length;
and
an
orthogonal
basis,
where
vectors
are
mutually
orthogonal
but
may
have
arbitrary
length.
For
function
spaces,
basistypes
include
Fourier
or
cosine
bases,
polynomial
bases
such
as
monomials
or
Legendre
polynomials,
and
wavelet
or
spline
bases.
the
chosen
basis,
and
changing
the
basistype
requires
a
change-of-basis
transformation,
typically
via
a
basis
matrix.
Sparsity,
numerical
stability,
and
efficiency
are
often
reasons
to
prefer
one
basistype
over
another
in
a
given
application.
how
linear-algebra
routines
should
be
applied,
enabling
specialized
implementations
for
performance
or
accuracy.