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Standard basis
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{{Short description|Vectors whose components are all 0 except one that is 1}} {{no footnotes|date=July 2016}} {{broader|Canonical basis}} {{distinguish|text=another name for a [[Gröbner basis]]}} [[File:3D Vector.svg|right|thumb|300px|Every vector '''a''' in three dimensions is a [[linear combination]] of the standard basis vectors '''i''', '''j''' and '''k'''.]] In [[mathematics]], the '''standard basis''' (also called '''natural basis''' or '''[[canonical basis]]''') of a [[coordinate vector space]] (such as <math>\mathbb{R}^n</math> or <math>\mathbb{C}^n</math>) is the set of vectors, each of whose components are all zero, except one that equals 1.{{sfn|Roman|2008|p=47|loc=ch. 1}} For example, in the case of the [[Euclidean plane]] <math>\mathbb{R}^2</math> formed by the pairs {{math|(''x'', ''y'')}} of [[real number]]s, the standard basis is formed by the vectors <math display="block">\mathbf{e}_x = (1,0),\quad \mathbf{e}_y = (0,1).</math> Similarly, the standard basis for the [[three-dimensional space]] <math>\mathbb{R}^3</math> is formed by vectors <math display="block">\mathbf{e}_x = (1,0,0),\quad \mathbf{e}_y = (0,1,0),\quad \mathbf{e}_z=(0,0,1).</math> Here the vector '''e'''<sub>''x''</sub> points in the ''x'' direction, the vector '''e'''<sub>''y''</sub> points in the ''y'' direction, and the vector '''e'''<sub>''z''</sub> points in the ''z'' direction. There are several common [[mathematical notation|notations]] for standard-basis vectors, including {'''e'''<sub>''x''</sub>, '''e'''<sub>''y''</sub>, '''e'''<sub>''z''</sub>}, {'''e'''<sub>1</sub>, '''e'''<sub>2</sub>, '''e'''<sub>3</sub>}, {'''i''', '''j''', '''k'''}, and {'''x''', '''y''', '''z'''}. These vectors are sometimes written with a [[circumflex|hat]] to emphasize their status as [[unit vector]]s ('''standard unit vectors'''). These vectors are a [[basis (linear algebra)|basis]] in the sense that any other vector can be expressed uniquely as a [[linear combination]] of these.<ref>{{Harvp|Axler|2015}} p. 39-40, §2.29</ref> For example, every vector '''v''' in three-dimensional space can be written uniquely as <math display="block">v_x\,\mathbf{e}_x + v_y\,\mathbf{e}_y + v_z\,\mathbf{e}_z,</math> the [[scalar (mathematics)|scalars]] <math>v_x</math>, <math>v_y</math>, <math>v_z</math> being the [[scalar component]]s of the vector '''v'''. In the {{mvar|n}}-[[dimension (linear algebra)|dimensional]] Euclidean space <math>\mathbb R^n</math>, the standard basis consists of ''n'' distinct vectors <math display="block">\{ \mathbf{e}_i : 1\leq i\leq n\},</math> where '''e'''<sub>''i''</sub> denotes the vector with a 1 in the {{mvar|i}}th [[coordinate]] and 0's elsewhere. Standard bases can be defined for other [[vector space]]s, whose definition involves [[Coefficient|coefficients]], such as [[polynomial]]s and [[matrix (mathematics)|matrices]]. In both cases, the standard basis consists of the elements of the space such that all coefficients but one are 0 and the non-zero one is 1. For polynomials, the standard basis thus consists of the [[monomial]]s and is commonly called [[monomial basis]]. For matrices <math>\mathcal{M}_{m \times n}</math>, the standard basis consists of the ''m''×''n''-matrices with exactly one non-zero entry, which is 1. For example, the standard basis for 2×2 matrices is formed by the 4 matrices <math display="block">\mathbf{e}_{11} = \begin{pmatrix} 1 & 0 \\ 0 & 0 \end{pmatrix},\quad \mathbf{e}_{12} = \begin{pmatrix} 0 & 1 \\ 0 & 0 \end{pmatrix},\quad \mathbf{e}_{21} = \begin{pmatrix} 0 & 0 \\ 1 & 0 \end{pmatrix},\quad \mathbf{e}_{22} = \begin{pmatrix} 0 & 0 \\ 0 & 1 \end{pmatrix}.</math> == Properties == By definition, the standard basis is a [[sequence]] of [[orthogonal]] [[unit vectors]]. In other words, it is an [[ordered basis|ordered]] and [[orthonormal basis|orthonormal]] basis. However, an ordered orthonormal basis is not necessarily a standard basis. For instance the two vectors representing a 30° rotation of the 2D standard basis described above, i.e. , <math display="block">v_1 = \left( {\sqrt 3 \over 2} , {1 \over 2} \right) \,</math> <math display="block">v_2 = \left( {1 \over 2} , {-\sqrt 3 \over 2} \right) \,</math> are also orthogonal unit vectors, but they are not aligned with the axes of the [[Cartesian coordinate system]], so the basis with these vectors does not meet the definition of standard basis. ==Generalizations== There is a ''standard'' basis also for the ring of [[polynomial]]s in ''n'' indeterminates over a [[field (mathematics)|field]], namely the [[monomial]]s. All of the preceding are special cases of the [[indexed family]] <math display="block">{(e_i)}_{i\in I}= ( (\delta_{ij} )_{j \in I} )_{i \in I}</math> where <math>I</math> is any set and <math>\delta_{ij}</math> is the [[Kronecker delta]], equal to zero whenever {{nowrap|''i'' ≠ ''j''}} and equal to 1 if {{nowrap|1=''i'' = ''j''}}. This family is the ''canonical'' basis of the ''R''-module ([[free module]]) <math display="block">R^{(I)}</math> of all families <math display="block">f=(f_i)</math> from ''I'' into a [[ring (mathematics)|ring]] ''R'', which are [[finite support|zero except for a finite number of indices]], if we interpret 1 as 1<sub>''R''</sub>, the [[Unit (ring theory)|unit]] in ''R''.{{sfn|Roman|2008|p=131|loc=ch. 5}} ==Other usages== The existence of other 'standard' bases has become a topic of interest in [[algebraic geometry]], beginning with work of [[W. V. D. Hodge|Hodge]] from 1943 on [[Grassmannian]]s. It is now a part of [[representation theory]] called ''standard monomial theory''. The idea of standard basis in the [[universal enveloping algebra]] of a [[Lie algebra]] is established by the [[Poincaré–Birkhoff–Witt theorem]]. [[Gröbner basis|Gröbner bases]] are also sometimes called standard bases. In [[physics]], the standard basis vectors for a given Euclidean space are sometimes referred to as the [[Versor (physics)|versors]] of the axes of the corresponding Cartesian coordinate system. ==See also== *[[Canonical units]] *{{section link|Examples of vector spaces|Generalized coordinate space}} ==Citations== {{Reflist}} ==References== {{refbegin}} * {{ cite book |last=Axler |first=Sheldon |title=Linear Algebra Done Right |volume= |pages= |publication-date=2015 |series=[[Undergraduate Texts in Mathematics]] |orig-date=18 December 2014 |edition=3rd |publisher=[[Springer Publishing]] |isbn=978-3-319-11079-0|author-link=Sheldon Axler}} *{{cite book | last = Roman | first = Stephen | title = Advanced Linear Algebra | edition = Third | series =[[Graduate Texts in Mathematics]] | publisher = Springer | date = 2008 | pages = | isbn = 978-0-387-72828-5 | author-link = Steven Roman }} (page 47) *{{cite book | last = Ryan | first = Patrick J. | title = Euclidean and non-Euclidean geometry: an analytical approach | publisher = Cambridge; New York: Cambridge University Press | date = 2000 | pages = | isbn = 0-521-27635-7 }} (page 198) *{{cite book | last = Schneider | first = Philip J. | author2=Eberly, David H. | title = Geometric tools for computer graphics | publisher = Amsterdam; Boston: Morgan Kaufmann Publishers | date = 2003 | pages = | isbn = 1-55860-594-0 }} (page 112) {{refend}} [[Category:Linear algebra]]
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