Gram-Schmidt Orthonormalisation in a Real Inner Product Space
lemmaAnalysisLinear Algebralem:gram-schmidt-real-2026aThe span of a finite tuple in a real inner product space is either the zero subspace or has an orthonormal basis of length at most that of the tuple; in particular every nonzero finite-dimensional subspace has an orthonormal basis.
Let be the ordered field of real numbers, with the notation of that item, let be a real inner product space with zero vector , let be a natural number, let be an -tuple in , and let be its span, a linear subspace of by The Span of a Finite Family is the Smallest Subspace Containing It and hence a vector space over by claim 1 of A Linear Subspace is a Vector Space and Inherits an Inner Product. Then the following hold.
1. (Orthonormalisation)¶ Either , or there exist a natural number with and an orthonormal -tuple with . For such an , the -tuple with the same components is a basis of the vector space , the finite sums in agreeing with those in by claim 2 of A Linear Subspace is a Vector Space and Inherits an Inner Product.
2. (Finite-dimensional subspaces)¶ Let be a linear subspace of , a vector space over by claim 1 of A Linear Subspace is a Vector Space and Inherits an Inner Product, which is finite-dimensional and satisfies . Then there exist a natural number and an orthonormal -tuple with , and the -tuple with the same components is a basis of .
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