Banach Spaces
Banach Spaces
- is a type of mathematical space
- is aย vector space (๐,๐น)ย over the real or complex numbers on which aย norm (||ยท||)ย is defined and is complete
- is a normed vector space (๐,๐น,||ยท||)ย with completeness
- is both a complete metric space and a real/complex vector space tied together by the norm
- the chosenย norm (||ยท||)ย implicitly defines aย distance metric (๐||ยท||); thus making aย Banach spaceย a special case of aย metric space
Banach Spaces - Example #1
Given:
- โ is a one-dimensional real vector space
- ||ยท|| : โ โ [0, โ] is a norm
Thus:ย
- ๐||ยท||(๐ฅ,๐ฆ) = |๐ฅ-๐ฆ| is a distance metric
- (โ,๐||ยท||) is a Banach space
Banach Spaces - Example #2
Given:
- ๐ is a zero-dimensional real vector space
- ||ยท|| : ๐ โ [0, โ] is a norm defined by ||0|| = 0
Thus:ย
- (๐,||ยท||) is a Banach space
Banach Spaces - Example #3
Given:
- โ is the set of natural numbers
- ๐ฝ is a field of real and/or complex numbers
- ๐ โ [1,โ)
Let ๐ฟ๐(โ,๐ฝ) an Lp space be defined as all sequences (๐ฅ๐)๐โโ in ๐ฝ such that:
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Then ||ยท||๐ : ๐ฟ๐ โ [0, โ) is the norm defined as:
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(๐ฟ๐,||ยท||๐) is a Banach space.
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