Small changes
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function [a, b, k] = bisection(fun, alpha, beta, epsilon, lambda)
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%
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% Detailed explanation goes here
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%
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%
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% Error checking
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if 2*epsilon >= lambda
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error ('Convergence criteria not met')
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end
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% Init output vectors
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a = alpha;
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b = beta;
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k=1;
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while b(k) - a(k) > lambda
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% bisect [a,b]
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mid = (a(k) + b(k)) / 2;
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x_1 = mid - epsilon;
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x_2 = mid + epsilon;
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% set new search reange
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k = k + 1;
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if fun(x_1) < fun(x_2)
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a(k) = a(k-1);
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b(k) = x_2;
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else
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a(k) = x_1;
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b(k) = b(k-1);
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end
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end
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@@ -0,0 +1,44 @@
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%
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% Keeping epsilon fixed, test the iteration needed for different lambda
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% values.
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%
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% Clear workspace and load the functions and region
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clear
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addpath('..');
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GivenEnv;
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% * epsilon: e = 0.001
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% * lambda: l > 2e = 0.001
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% * dl: A small step away from 2e
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% dl = 0.0001
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% * lambda_max: 0.1
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% * N: 50 points
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N = 50;
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epsilon = 0.001;
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dl = 0.0001;
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lambda_max= 0.1;
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lambda = linspace(2*epsilon + dl, lambda_max, N);
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k = zeros(1, N); % preallocate k
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%
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% * Call the bisection method for each lambda value for each function and
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% keep the number of iterations needed.
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% * Plot the iterations k(lambda) for each function
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%
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for i = 1:length(funs)
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for j = 1:N
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[a, b, k(j)] = bisection(funs{i}, a_0, b_0, epsilon, lambda(j));
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end
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subplot(1, length(funs), i)
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plot(lambda, k, '-b', 'LineWidth', 1.0)
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title(titles(i), 'Interpreter', 'latex')
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xlabel('lambda')
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ylabel('Iterations')
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end
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@@ -0,0 +1,41 @@
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%
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% Keeping l (accuracy) fixed, test the iteration needed for different
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% epsilon values.
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%
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% Clear workspace and load the functions and region
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clear
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addpath('..');
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GivenEnv;
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% * lambda = 0.01
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% * epsilon: e < lambda/2 = 0.005
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% * de: A small step away from zero and lambda/2
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% de = 0.0001
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% * N: 50 points
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N = 50;
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lambda = 0.01;
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de = 0.0001;
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epsilon = linspace(de, (lambda/2)-de, N);
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k = zeros(1,N); % preallocate k
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%
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% * Call the bisection method for each epsilon value for each function and
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% keep the number of iterations needed.
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% * Plot the iterations k(epsilon) for each function
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%
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for i = 1:size(funs,2)
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for j = 1:N
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[a, b, k(j)] = bisection(funs{i}, a_0, b_0, epsilon(j), lambda);
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end
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subplot(1, length(funs), i)
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plot(epsilon, k, '-b', 'LineWidth', 1.0)
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title(titles(i), 'Interpreter', 'latex')
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xlabel('epsilon')
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ylabel('Iterations')
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end
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