Solutions to final review questions (Set 1) ------------------------------------------- 1. (Lecture 28, 4/30) Efficient implementation of Update given the property of P. function w = Update(P,v) % P is an n-by-n array of transition probabilities WITH THE % PROPERTY THAT P(i,j) IS ZERO IF |i-j|>1 . % v is an n-by-1 state vector. % w is the update of v. n = length(v); w = zeros(n,1); for i=1:n % Compute the i-th component of the new state vector.. if i==1 w(1) = P(1,1)*v(1) + P(1,2)*v(2); elseif i==n w(n) = P(n,n-1)*v(n-1) + P(n,n)*v(n); else w(i) = P(i,i-1)*v(i-1) + P(i,i)*v(i) + P(i,i+1)*v(i+1); end end 2. (Lectures 25 and 26, 4/21 and 4/23) Consider the following function: function y = mergeSort(x) % x is a column n-vector. % y is a column n-vector consisting of the values in x sorted % from smallest to largest. n = length(x); if n==1 y = x; else m = floor(n/2); % Sort the first half.. y1 = mergeSort(x(1:m)); % Sort the second half... y2 = mergeSort(x(m+1:n)); % merge... disp(’Call merge’) y = merge(y1,y2); end How many lines of output are produced by the call y = mergeSort(rand(7,1))? Everytime there is a merge, the message is printed. In the following schematic, we show how the n=7 problem subdivides. The notation a:b means "the subproblem involving positions a to b of the original vector." We put < > around each subproblem that involves a merge. So the answer is 6. <1:7> / \ / \ / \ <1:3> <4:7>_____ / \ | \ / \ | \ 1:1 <2:3> <4:5> <6:7> / \ / \ / \ 2:2 3:3 4:4 5:5 6:6 7:7 3. (Lecture 27, 4/28) Consider the function function drawTriangle(x,y,level) % x and y are length 3-arrays that define the vertices of a triangle. % Draws recursively colored triangles; % level is an integer that specifies the level of the recursion Lmax = 2; % Maximum recursion level if level == Lmax % Recursion limit reached. Display triangle as yellow. fill(x,y,’y’) else % Draw the triangle plot([x x(1)],[y y(1)],’k’) % Draw and color the interior triangle mauve a = [(x(1)+x(2))/2 (x(2)+x(3))/2 (x(3)+x(1))/2]; b = [(y(1)+y(2))/2 (y(2)+y(3))/2 (y(3)+y(1))/2]; fill(a,b,’m’) % Apply the process to the three "corner" triangles... drawTriangle([x(1) a(1) a(3)],[y(1) b(1) b(3)],level+1) drawTriangle([x(2) a(2) a(1)],[y(2) b(2) b(1)],level+1) drawTriangle([x(3) a(3) a(2)],[y(3) b(3) b(2)],level+1) end Assume that the length-3 vectors x and y define an equilateral triangle and that drawTriangle(x,y,0) is executed. What fraction of the original triangle is displayed yellow? Assume that the original triangle has area 1. The original triangle is partitioned into four sub-triangles, each with area 0.25. (The interior triangle is colored mauve.) Each of the corner triangles is subdivided just one more time so each of these smaller triangle's area is 0.25*0.25. The interior triangle is colored mauve while the corner triangles are colored yellow. There are 3*3 of these yellow triangles. Thus, the final fraction is (3*3)*(.25*.25) = 9/16 4. (Lecture 23, 4/14) Consider the following script: % Sampling rate. This many numbers/sec in the digital signal: Fs = 32768; % Duration of the tone is .25 sec. So these are the sample times... t = 0:(1/Fs):.25; % The touchtone phone pad frequencies for the rows... fR = [ 697 770 852 941]; % The touchtone phone pad frequencies for the columns... fC = [ 1209 1336 1477]; Buttons = { ’1’, ’2’, ’3’; ’4’, ’5’, ’6’; ’7’, ’8’, ’9’; ’*’, ’0’, ’#’}; for i = 1:4 for j = 1:3 % Play tone associated with Buttons{i,j} % Select the two frequencies and add... yR = sin(2*pi*fR(i)*t); yC = sin(2*pi*fC(j)*t); y = (yR + yC)/2; sound(y,Fs); pause(1) end end Now write a script that plays the tones associated with the random phone number T = floor(rand(7,1)*10). Fs = 32768; t = 0:(1/Fs):.25; fR = [ 697 770 852 941]; fC = [ 1209 1336 1477]; Buttons = { ’1’, ’2’, ’3’; ’4’, ’5’, ’6’; ’7’, ’8’, ’9’; ’*’, ’0’, ’#’}; T = floor(rand(7,1)*10) for k=1:7 m = T(k); % Determine the row and column of the button... if m==0 i=4; j = 2; else i = ceil(m/3); r = rem(m,3); if r==0 j=3; else j=r; end end yR = sin(2*pi*fR(i)*t); yC = sin(2*pi*fC(j)*t); y = (yR + yC)/2; sound(y,Fs); pause(1) end 5. (Lecture 22, 4/9) Modify the given script so that it plays a randomly selected one-second excerpt from each of the .wav files. (You may assume that start to finish, each file plays for longer than one second.) % Here are the names of some .wav files PlayList = {’austin’,’noCry’,’Casablanca’}; for k=1:length(PlayList) [y,rate] = wavread(PlayList{k}); sound(y, rate) % Let the soundbite play out and add a second... pause(1) end % Solution % Plays a sequence of sound bites % Here are the names of some .wav files PlayList = {’austin’,’noCry’,’Casablanca’}; for k=1:length(PlayList) [y,rate] = wavread(PlayList{k}); L = length(y); % A random integer between and including 1 and L-rate+1 start = ceil(rand*(L-rate+1)) sound(y(start:start+rate-1),rate) % Let the soundbite play out and add a second... pause(1) end 6. (Lecture 26, 4/23) Suppose z = MyF(x) is a function that accepts a real value x and returns a real value y. Assume that MyF is very expensive to evaluate. Write a script that sets up an n-by-n array Z with the property that Z(i,j) is assigned the value of MyF(1+abs(i-j)). Assume that n is initialized. % Note that there are only n distinct x-values at which we need to % evaluate MyF given the property of matrix Z. for k=1:n w(k) = MyF(k); end for i=1:n for j=1:n Z(i,j) = w(abs(i-j)+1); end end 7. (Lecture 26, 4/23) Assume that insertSort(x) is faster than mergeSort(x) if the length of the input vector is less than 500. How would you modify the mergeSort function to make it more efficient? function y = mergeSort(x) % x is a column n-vector. % y is a column n-vector consisting of the values in x sorted % from smallest to largest. n = length(x); if n<500 y = insertSort(x); else m = floor(n/2); % Sort the first half.. y1 = mergeSort(x(1:m)); % Sort the second half... y2 = mergeSort(x(m+1:n)); % Merge... y = merge(y1,y2); end