Numerical Methods Qualification Exam Problems and Solutions (University of Maryland)/August 2009

Problem 1

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Let   be a real symmetric matrix of order   with   distinct eigenvalues, and let   be such that   and the inner product   for every eigenvector   of  .

Problem 1a

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Let   denote the space of polynomials of degree at most  . Show that

 

defines an inner product on  , where the expression on the right above is the Euclidean inner product in  

Solution 1a

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Symmetry

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Linearity of 1st Argument

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Let  

 

 

Positive Definiteness

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"Zeroness"

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We also need to show that   if and only if  .

Forward Direction (alt)

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Suppose  . It suffices to show  . However, this a trivial consequence of the fact that   (which is clear from the fact that   for   with degree less than   and that   does not lie in the orthogonal compliment of any of the   distinct eigen vectors of  ).

Forward Direction
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Claim: If  , then  .

From hypothesis

 

where   are the orthogonal eigenvectors of   and all   are non-zero

 

Notice that   is a linear combination of  , the coefficients of the polynomial  , and the scaling coefficient   of the eigenvector e.g.  

Since   and  , this implies  .

Reverse Direction
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If  , then  

Problem 1b

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Consider the recurrence

 

where the   and   are scalars and  . Show that  , where   is a polynomial of degree  

Solution 1b

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By induction.

Base Case

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Induction Step

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Claim:  

Hypothesis:

Suppose

 

 

where   (respectively  ) has degree   (respectively  ). Then for  

 

which is as desired.

Problem 1c

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Suppose the scalars above are such that   and   is chosen so that  . Use this to show that that the polynomials in part (b) are othogonal with respect to the inner product from part (a.

Solution 1c

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Since   and  , it is equivalent to show that   for  .

Since

 ,

it is then sufficient to show that

 

Claim  

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By induction.

Base Case

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Induction Step

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Assume:  

Claim:  

 

Claim  

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By induction.

Base Case

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Induction Step

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Assume:  

Claim:  

 

 

Problem 2

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Consider the n-panel trapezoid rule   for calculating the integral   of a continuous function  ,

 

where  

Problem 2a

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Find a piecewise linear function   such that

 

for any continuous function   such that   is integrable over [0,1]. Hint: Find   by applying the fundamental theorem of calculus to  .

Solution 2a

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Rewrite given equation on specific interval

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For a specific interval  , we have from hypothesis

 .

Distributing and rearranging terms gives

 

Apply Hint

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Starting with the hint and applying product rule, we get

 .

Also, we know from the Fundamental Theorem of Calculus

 .

Setting the above two equations equal to each other and solving for   yields

 

Choose G'(t)

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Let  . Therefore, since   is linear

 

By comparing equations (1) and (2) we see that

  and

 .

Plugging in either   or   into equation (3), we get that

 

Hence

 

Problem 2b

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Apply the previous result to  ,  , to obtain a rate of convergence.

Solution 2b

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Problem 3

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Let   denote the set of all real-valued continuous functions defined on the closed interval   be positive everywhere in  . Let   be a system of polynomials with   for each  , orthogonal with respect to the inner product

 

For a fixed integer  , let   be the   distinct roots of   in  . Let

 

be polynomials of degree  . Show that

 

and that

 

Hint: Use orthogonality to simplify  

Solution 3a

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Solution 3b

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Claim

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Proof

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Since   is a polynomial of degree   for all  ,   is a polynomial of degree  .

Notice that   for   where   are the   distinct roots of  . Since   is a polynomial of degree   and takes on the value 1,   distinct times