
Let { v 1 , v 2 , v 3 , … } \{ {v_1},{v_2},{v_3}, \ldots \} be a sequence of elements of a Hilbert space, and suppose that (one or both of) the inequalities d 2 ∑ a i 2 ≤ ‖ ∑ a i v i ‖ 2 ≤ D 2 ∑ a i 2 {d^2}\sum {a_i^2 \leq {{\left \| {\sum {{a_i}{v_i}} } \right \|}^2} \leq {D^2}} \sum {a_i^2} hold for every finite sequence of scalars { a i } \{ {a_i}\} . If an element v 0 {v_0} is adjoined to { v i } \{ {v_i}\} , then the resulting set satisfies (one or both of) d 0 2 ∑ a i 2 ≤ ‖ ∑ a i v i ‖ 2 ≤ D 0 2 ∑ a i 2 d_0^2\sum {a_i^2 \leq {{\left \| {\sum {{a_i}{v_i}} } \right \|}^2} \leq D_0^2} \sum {a_i^2} , where, denoting the norm of v 0 {v_0} by r and its distance from the closed linear span of the v i {v_i} by δ \delta , \[ d 0 2 = d 2 + 1 2 ( r 2 − d 2 − ( r 2 + d 2 ) 2 − 4 d 2 δ 2 ) d_0^2 = {d^2} + \frac {1}{2}\left ( {{r^2} - {d^2} - \sqrt {{{({r^2} + {d^2})}^2} - 4{d^2}{\delta ^2}} } \right ) \] and \[ D 0 2 = D 2 + 1 2 ( r 2 − D 2 + ( r 2 + D 2 ) 2 − 4 D 2 δ 2 ) . D_0^2 = {D^2} + \frac {1}{2}\left ( {{r^2} - {D^2} + \sqrt {{{({r^2} + {D^2})}^2} - 4{D^2}{\delta ^2}} } \right ). \] Both bounds are best possible. If v 0 {v_0} is in the span of the original set, the expressions above simplify to d 0 = 0 {d_0} = 0 and D 0 2 = D 2 + r 2 D_0^2 = {D^2} + {r^2} . If the original set is a single unit vector v 1 {v_1} , so d = D = 1 d = D = 1 , and if v 0 ⊥ v 1 {v_0} \bot {v_1} is a unit vector so δ = 1 \delta = 1 , then the above is ( a 2 + b 2 ) ≤ ‖ a v 0 + b v 1 ‖ 2 ≤ ( a 2 + b 2 ) ({a^2} + {b^2}) \leq {\left \| {a{v_0} + b{v_1}} \right \|^2} \leq ({a^2} + {b^2}) , the Pythagorean Theorem. Several consequences are deduced. If v i {v_i} are unit vectors, ∑ a i 2 = 1 \sum {a_i^2 = 1} , and δ i {\delta _i} is the distance from v i {v_i} to the span of its predecessors (so that the volume of the parallelotope spanned by the v i {v_i} is V n = δ 1 δ 2 ⋯ δ n {V_n} = {\delta _1}{\delta _2} \cdots {\delta _n} ), the above result is used to show that ‖ ∑ i = 0 n a i v i ‖ ≥ V n / 2 n / 2 \left \| {\sum \nolimits _{i = 0}^n {{a_i}{v_i}} } \right \| \geq {V_n}/{2^{n/2}} .
nonharmonic Fourier series, Trigonometric moment problems in one variable harmonic analysis, Phythagorean inequality, Hilbert space, General harmonic expansions, frames, Inequalities involving eigenvalues and eigenvectors, completeness, moment problem, norm inequality, Gram matrix, Completeness of sets of functions in nontrigonometric harmonic analysis
nonharmonic Fourier series, Trigonometric moment problems in one variable harmonic analysis, Phythagorean inequality, Hilbert space, General harmonic expansions, frames, Inequalities involving eigenvalues and eigenvectors, completeness, moment problem, norm inequality, Gram matrix, Completeness of sets of functions in nontrigonometric harmonic analysis
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