Matrix and tensor rigidity and L_p-approximation

10/28/2020
by   Yuri Malykhin, et al.
0

In this note we make two observations. First: the low-rank approximation of Walsh-Hadamard matrices (that disproves ridigity) via Alman and Williams provides good ℓ_p-approximation for p<2. It follows that the first N functions of Walsh-Paley system can be approximated with an error N^-δ by a linear space of dimension N^1-δ: d_N^1-δ({w_1,…,w_N}, L_p[0,1]) ≤ N^-δ, p∈[1,2), δ=δ(p)>0. We do not know if this is possible for the trigonometric system. Second, we notice that the algebraic method of Alon-Frankl-Rödl for bounding the number of low-signum-rank matrices, works for tensors: almost all signum-tensors have large signum-rank and can't be ℓ_1-approximated by low-rank tensors. That implies lower bounds for Θ_m – the error of m-term approximation of multivariate functions by sums of tensor products u^1(x_1)⋯ u^d(x_d). In particular, for the set of trigonometric polynomials with spectrum in ∏_j=1^d[-n_j,n_j] and of norm t_∞≤ 1 we have Θ_m(𝒯(n_1,…,n_d)_∞,L_1[-π,π]^d) ≥ c_1(d)>0, m≤ c_2(d)∏ n_j/max{n_j}.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/16/2022

Low Rank Tensor Decompositions and Approximations

There exist linear relations among tensor entries of low rank tensors. T...
research
05/25/2020

Algebraic Methods for Tensor Data

We develop algebraic methods for computations with tensor data. We give ...
research
01/19/2022

Tensor Ranks for the Pedestrian for Dimension Reduction and Disentangling Interactions

A tensor is a multi-way array that can represent, in addition to a data ...
research
02/26/2020

Time integration of tree tensor networks

Dynamical low-rank approximation by tree tensor networks is studied for ...
research
12/04/2019

Finding entries of maximum absolute value in low-rank tensors

We present an iterative method for the search of extreme entries in low-...
research
05/03/2021

Structured Matrix Approximations via Tensor Decompositions

We provide a computational framework for approximating a class of struct...
research
04/24/2018

On Multilinear Forms: Bias, Correlation, and Tensor Rank

In this paper, we prove new relations between the bias of multilinear fo...

Please sign up or login with your details

Forgot password? Click here to reset