# 0.3 Approximation with other norms and error measures  (Page 3/3)

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${||x||}_{p}={\left(\sum _{n},{|x\left(n\right)|}^{p}\right)}^{1/p}$

and finding $\mathbf{x}$ to minimizing this p-norm while satisfying $\mathbf{Ax}=\mathbf{b}$ .

It has been shown this is equivalent to solving a least weighted norm problem for specific weights.

${||x||}_{p}={\left(\sum _{n},w,{\left(n\right)}^{2},{|x\left(n\right)|}^{2}\right)}^{1/2}$

The development follows the same arguments as in the previous section but using the formula [link] , [link] derived in [link]

$\mathbf{x}={\left[{\mathbf{W}}^{\mathbf{T}}\mathbf{W}\right]}^{-\mathbf{1}}{\mathbf{A}}^{\mathbf{T}}{\left[\mathbf{A},{\left[{\mathbf{W}}^{\mathbf{T}}\mathbf{W}\right]}^{-\mathbf{1}},{\mathbf{A}}^{\mathbf{T}}\right]}^{-\mathbf{1}}\mathbf{b}$

with the weights, $w\left(n\right)$ , being the diagonal of the matrix, $\mathbf{W}$ , in the iterative algorithm to give the minimum weighted solution norm in the same way as [link] gives the minimum weighted equation error.

A Matlab program that implements these ideas applied to our pseudoinverse problem with more unknowns than equations (case 3a) is:

% m-file IRLS2.m to find the optimal solution to Ax=b %  minimizing the L_p norm ||x||_p, using IRLS. %  Newton iterative update of solution, x, for  M < N. %  For 2<p<infty, use homotopy parameter K = 1.01 to 2 %  For 0<p<2, use K = approx 0.7 to 0.9 %  csb 10/20/2012 function x = IRLS2(A,b,p,K,KK) if nargin < 5, KK= 10;  end; if nargin < 4, K = .8;  end; if nargin < 3, p = 1.1; end; pk = 2;                                 % Initial homotopy value x  = pinv(A)*b;                         % Initial L_2 solution E = []; for k = 1:KK    if p >= 2, pk = min([p, K*pk]);      % Homotopy update of p       else pk = max([p, K*pk]); end    W  = diag(abs(x).^((2-pk)/2)+0.00001);  % norm weights for IRLS    AW = A*W;                            % applying new weights    x1 = W*AW'*((AW*AW')\b);             % Weighted L_2 solution    q  = 1/(pk-1);                       % Newton's parameter    if p >= 2, x = q*x1 + (1-q)*x; nn=p; % Newton's partial update for p>2       else x = x1; nn=1; end            % no Newton's partial update for p<2    ee = norm(x,nn);  E = [E ee];        % norm at each iteration end; plot(E)

This approach is useful in sparse signal processing and for frame representation.

## The chebyshev, minimax, or ${L}_{\infty }$ Appriximation

The Chebyshev optimization problem minimizes the maximum error:

${ϵ}_{m}=\underset{n}{max}|ϵ\left(n\right)|$

This is particularly important in filter design. The Remez exchange algorithm applied to filter design as the Parks-McClellan algorithm is very efficient [link] . An interesting result is the limit of an ${||\mathbf{x}||}_{p}$ optimization as $p\to \infty$ is the Chebyshev optimal solution. So, the Chebyshev optimal, the minimax optimal, and the ${L}_{\infty }$ optimal are all the same [link] , [link] .

A particularly powerful theorem which characterizes a solution to $\mathbf{Ax}=\mathbf{b}$ is given by Cheney [link] in Chapter 2 of his book:

• A Characterization Theorem: For an $M$ by $N$ real matrix, $\mathbf{A}$ with $M>N$ , every minimax solution $\mathbf{x}$ is a minimax solution of an appropriate $N+1$ subsystem of the $M$ equations. This optimal minimax solution will have at least $N+1$ equal magnitude errors and they will be larger than any of the errors of the other equations.

This is a powerful statement saying an optimal minimax solution will have out of $M$ , at least $N+1$ maximum magnitude errors and they are the minimum size possible. What this theorem doesn't state is which of the $M$ equations are the $N+1$ appropriate ones. Cheney develops an algorithm based on this theorem which finds these equations and exactly calculates this optimal solution in a finite numberof steps. He shows how this can be combined with the minimum ${||\mathbf{e}||}_{p}$ using a large $p$ , to make an efficient solver for a minimax or Chebyshev solution.

This theorem is similar to the Alternation Theorem [link] but more general and, therefore, somewhat more difficult to implement.

## The ${L}_{1}$ Approximation and sparsity

The sparsity optimization is to minimize the number of non-zero terms in a vector. A “pseudonorm", ${||\mathbf{x}||}_{0}$ , is sometimes used to denote a measure of sparsity. This is not convex, so is not really a norm but the convex (in the limit) norm ${||\mathbf{x}||}_{1}$ is close enough to the ${||\mathbf{x}||}_{0}$ to give the same sparsity of solution [link] . Finding a sparse solution is not easy but interative reweighted least squares (IRLS) [link] , [link] , weighted norms [link] , [link] , and a somewhat recent result is called Basis Pursuit [link] , [link] are possibilities.

This approximation is often used with an underdetermined set of equations (Case 3a) to obtain a sparse solution $\mathbf{x}$ .

Using the IRLS algorithm to minimize the ${l}_{p}$ equation error often gives a sparse error if one exists. Using the algorithm in the illustrated Matlab program with $p=1.1$ on the problem in Cheney [link] gives a zero error in equation 4 while using no larger $p$ gives any zeros.

where we get a research paper on Nano chemistry....?
nanopartical of organic/inorganic / physical chemistry , pdf / thesis / review
Ali
what are the products of Nano chemistry?
There are lots of products of nano chemistry... Like nano coatings.....carbon fiber.. And lots of others..
learn
Even nanotechnology is pretty much all about chemistry... Its the chemistry on quantum or atomic level
learn
da
no nanotechnology is also a part of physics and maths it requires angle formulas and some pressure regarding concepts
Bhagvanji
hey
Giriraj
Preparation and Applications of Nanomaterial for Drug Delivery
revolt
da
Application of nanotechnology in medicine
what is variations in raman spectra for nanomaterials
ya I also want to know the raman spectra
Bhagvanji
I only see partial conversation and what's the question here!
what about nanotechnology for water purification
please someone correct me if I'm wrong but I think one can use nanoparticles, specially silver nanoparticles for water treatment.
Damian
yes that's correct
Professor
I think
Professor
Nasa has use it in the 60's, copper as water purification in the moon travel.
Alexandre
nanocopper obvius
Alexandre
what is the stm
is there industrial application of fullrenes. What is the method to prepare fullrene on large scale.?
Rafiq
industrial application...? mmm I think on the medical side as drug carrier, but you should go deeper on your research, I may be wrong
Damian
How we are making nano material?
what is a peer
What is meant by 'nano scale'?
What is STMs full form?
LITNING
scanning tunneling microscope
Sahil
how nano science is used for hydrophobicity
Santosh
Do u think that Graphene and Fullrene fiber can be used to make Air Plane body structure the lightest and strongest. Rafiq
Rafiq
what is differents between GO and RGO?
Mahi
what is simplest way to understand the applications of nano robots used to detect the cancer affected cell of human body.? How this robot is carried to required site of body cell.? what will be the carrier material and how can be detected that correct delivery of drug is done Rafiq
Rafiq
if virus is killing to make ARTIFICIAL DNA OF GRAPHENE FOR KILLED THE VIRUS .THIS IS OUR ASSUMPTION
Anam
analytical skills graphene is prepared to kill any type viruses .
Anam
Any one who tell me about Preparation and application of Nanomaterial for drug Delivery
Hafiz
what is Nano technology ?
write examples of Nano molecule?
Bob
The nanotechnology is as new science, to scale nanometric
brayan
nanotechnology is the study, desing, synthesis, manipulation and application of materials and functional systems through control of matter at nanoscale
Damian
Is there any normative that regulates the use of silver nanoparticles?
what king of growth are you checking .?
Renato
What fields keep nano created devices from performing or assimulating ? Magnetic fields ? Are do they assimilate ?
why we need to study biomolecules, molecular biology in nanotechnology?
?
Kyle
yes I'm doing my masters in nanotechnology, we are being studying all these domains as well..
why?
what school?
Kyle
biomolecules are e building blocks of every organics and inorganic materials.
Joe
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