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is reflection and is the identity
Statement
Let and . Define the reflection by for . Then and , the identity map of ; consequently is an involution and . At and the reflection is the identity, so there. No convergence or regularity hypothesis is involved: the transform is a finite sum (The unitary discrete Fourier transform on ).
Facts & Assumptions
Given: A natural number , a function , classes , and the reflection .
for every and every integer , and is -periodic in (The unitary discrete Fourier transform on ); every class has a unique standard representative in (For , every class in has one representative with , so ; while is in bijection with ).
For all integers , when and otherwise (Orthogonality of the characters on ).
Finite sums over are computed from any enumeration, are unchanged by reindexing along a bijection, split over disjoint unions, and satisfy the finite Fubini rule (A finite sum in a commutative monoid indexed by an arbitrary finite set, Finite commutative-monoid sums are invariant under bijective reindexing, split over disjoint unions, and satisfy the finite Fubini rule). In particular a sum whose every term has as a factor is , and a sum over a one-element index set is the single listed value.
for all complex , and exactly when (, and the complex exponential extends the real exponential, , and exactly when ).
Classes of : exactly when (The congruence class and the quotient set ); the group is abelian, so and is the group operation (For every natural , is an abelian group, multiplication is a commutative monoid operation, and both distributive laws hold).
Field laws of ( is a field, every element is uniquely , and every nonzero element has inverse ), and two functions in are equal exactly when they agree at every class (The vector space of all functions with pointwise operations, and as the case ).
If a function has a two-sided inverse it is unique and written ( is a bijection if and only if there is a function with and ; such a is unique, equals the inverse relation , and is itself a bijection).
Proof
Fix a class and let be its unique standard representative by [F1]; evaluating the second transform at and expanding twice by [F1], the addition law [L1] gives : indeed by [L1], and by the exponent laws (Laws of rational exponents, claim 2). The double sum is the finite sum over the product index set and the interchange of the two sums is the finite Fubini rule [F3].
Evaluation of the inner sum: for , when and otherwise. Apply [F2] with , and dummy summation index ; then is exactly by [L2].
Collapsing a sum supported at one class: if is any function and , then . Split the finite index set into the singleton and its complement by [F3]; every term of the complement sum has as a factor, hence the complement contributes , while the single term over is the listed value .
The reflection is an involution: . For every class , by [L2], so the two functions agree at every class [L3].
Combining steps 1.1, 1.2 and 1.3, for every class one has ; the list contains exactly one representative of each class by [F1]. Hence as functions on [L3].
Fourth power and inverse: from step 2.1, , and step 1.4 gives ; so , whence (that is, is an involution) and both and ; by [L4] the two-sided inverse of is unique and equals , so . This proves the statement.
Remarks
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The two involution cases. At the group has one element, so and the reflection is the identity. At the element satisfies , so and ; the reflection is the identity there too and , consistent with the fact that the matrix is its own inverse. Both claims use only the group law of For every natural , is an abelian group, multiplication is a commutative monoid operation, and both distributive laws hold.
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What this identity is not. It is a statement about the finite transform and its exponent bookkeeping only. In particular it does not assert that has order four in general, and it does not identify the reflection with the identity for : for the reflection exchanges the classes and and is not the identity, while it still satisfies .
Depends on
- A finite sum in a commutative monoid indexed by an arbitrary finite set
- The vector space $F^{X}$ of all functions $X \to F$ with pointwise operations, and $F^{n}$ as the case $X = n = \{0, 1, \dots, n-1\}$
- The congruence class $[a]_n$ and the quotient set $\mathbb{Z}/n$
- The unitary discrete Fourier transform on $\mathbb Z/N\mathbb Z$
- Finite commutative-monoid sums are invariant under bijective reindexing, split over disjoint unions, and satisfy the finite Fubini rule
- Orthogonality of the characters $x\mapsto e^{2\pi ikx/N}$ on $\mathbb Z/N\mathbb Z$
- Laws of rational exponents
- $f : A \to B$ is a bijection if and only if there is a function $g : B \to A$ with $g \circ f = \Delta_A$ and $f \circ g = \Delta_B$; such a $g$ is unique, equals the inverse relation $f^{-1}$, and is itself a bijection
- $\exp(z+w)=\exp z\,\exp w$, and the complex exponential extends the real exponential
- $\mathbb C=\mathbb R[x]/(x^2+1)$ is a field, every element is uniquely $a+bi$, and every nonzero element has inverse $(a-bi)/(a^2+b^2)$
- For every natural $n$, $(\mathbb{Z}/n,+)$ is an abelian group, multiplication is a commutative monoid operation, and both distributive laws hold
- $\ker(\exp)=2\pi i\mathbb Z$, and $\exp z=\exp w$ exactly when $z-w\in2\pi i\mathbb Z$
- For $n\ge 1$, every class in $\mathbb{Z}/n$ has one representative $r$ with $0\le r<n$, so $\lvert\mathbb{Z}/n\rvert=n$; while $\mathbb{Z}/0$ is in bijection with $\mathbb{Z}$
Used by
- The unitary DFT for N=1 and N=2 Example
Dependency tree · two levels
74 results within two dependency steps of this one, each drawn at its shortest distance from it. An arrow runs from a result to what uses it, so the chart reads left to right and ends at this result, which carries a heavier outline. Every node is a link to that result. Click elsewhere on the chart to enlarge it.
Sources
- Michael E. Taylor, Fourier Analysis, Distributions, and Constant-Coefficient Linear PDE (author PDF) (standard reference, not scraped)
- MIT 18.310 lecture 23, The Finite Fourier Transform and the Fast Fourier Transform Algorithm (course page) (standard reference, not scraped)