Prove Unitarity of Householder Matrix & Derive Formula for Householder Matrix

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Homework Help Overview

The discussion revolves around proving the unitarity of the Householder matrix and deriving a formula for it under specific conditions. The subject area includes linear algebra, particularly focusing on matrix properties and vector norms in the context of complex numbers.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • Participants explore the definition of the Householder matrix and its properties, questioning how to verify its unitarity by multiplying the matrix with its Hermitian conjugate. There are attempts to clarify the relationship between the vectors involved and their norms, as well as the implications of numerical stability in deriving the formula for the Householder matrix.

Discussion Status

Participants are actively engaging with the problem, raising questions about the mathematical properties of the Householder matrix and its components. Some have provided insights into the structure of the vectors and matrices involved, while others are seeking clarification on specific terms and concepts. There is no explicit consensus yet, but the discussion is progressing with various interpretations being explored.

Contextual Notes

There is a focus on the condition that the vector w has a norm of 1, which is central to the discussion of the Householder matrix's properties. Participants are also considering the implications of the matrix's Hermitian nature and the stability of the derived formula.

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a) Show that the householder matrix H=I-2ww* is unitary ( where ||w||=1).

b) Given a vector x in C^n (C: complex numbers) and an integer k with 1<k<n, derive a formula for a Householder matrix with the property that (Hx)_i = 0 for i> k. Be sure to choose the signs so that the formula is numerically stable.

For a), I think H is a unitary matrix if H H* = Identity matrix I. Now I guess, the thing is to just multiply H and H* and see if I get the identity matrix. Now the question is
(I-2ww*)*= (I-2w*w)? Or is it rather (I-2ww*)*= (I-2ww*) ?

For b)I don't know how to even start that one. Any help is much appreciated.
 
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* is Hermitian conjugate, right? Then (a(b*))*=((b*)*)(a*)=b(a*). Apply that to the case a=b=v. Not sure about 'numerical stability' issues in the second one.
 
I assume ww* is a square matrix right? and (I-2ww*)*= (I-2ww*)
Now HH*= (I-2ww*)(I-2ww*)*= (I-2ww*)(I-2ww*)= I-4ww*+ 4(ww*)(ww*)
I suppose -4ww*+ 4(ww*)(ww*) will cancel out but what's the reason? I mean, we have that ||w||=1, but how do we use this info?
 
How might (w*)(w) be related to ||w||?
 
I wonder because I thought (w*)(w) was a square matrix, I am not sure, is it like the determinant?
 
math8 said:
I wonder because I thought (w*)(w) was a square matrix, I am not sure, is it like the determinant?

w* is a row vector. w is a column vector. What's the form of the product?
 
Say w* is an 1xn vector and w is an nx1, I believe ww*is of the form nxn which is a square matrix. now w*w should be a number (of the form 1x1)., so is ||w||=square root of w*w ?
 
math8 said:
Say w* is an 1xn vector and w is an nx1, I believe ww*is of the form nxn which is a square matrix. now w*w should be a number (of the form 1x1)., so is ||w||=square root of w*w ?

Sure. w*w=||w||=1.
 

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