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Matlab Introduction Getting Around Matlab Matrix Operations Drawing Graphs Calculating Statistics (How to read data) Interface with Mathlab 2012 Command window Only >> line is active, the other lines only remind which previous commands you used NB Matlab does not manipulate symbols; only numbers Command history window Double click on command to repeat previous command Single click to copy into command window and then modify Workspace: list of created vectors & matrices Current Folder Where to up-load files into Matlab (use load command to bring in variables from disk) Matlab Introduction Getting Around Matlab Matrix Operations Drawing Graphs Calculating Statistics (How to read data) Creating A Matrix A = [1 2 0; 2 5 -1; 4 10 -1] semicolon starts new row B = [3,4,5] create row vector: “ ” (space) or “,” (comma) separates elements C = [A;B] put row vector B as new row in A D = [A,B’] put new column B in matrix A B is now transposed (single quote) E = eye(5) create 5 x 5 identity matrix F = ones(2,3) create 2 row x 3 col matrix of 1s clear C, D, E erases matrix (or you can over-write it) Matrix Operations B = A’ C=A+3*B D=A*B E = A .* B transpose matrix A F = A^2 G = A.^2 multiply matrix A by itself raise each A element to 2nd power X = inv(A) form inverse of matrix format format short g (controls format of numeric values) element by element multiplication Useful Matrix Functions det(A) rank(A) trace(A) eig(A) gives gives gives gives determinant rank trace eigenvalues For complete list, see help -> matlab -> mathematics -> matrices and linear algebra -> function summary Matlab Introduction Getting Around Matlab Matrix Operations Drawing Graphs Calculating Statistics (How to read data) Drawing graph (traditional method) x = [-10 : 0.1 : 10]; create row vector from -10 to +10 in increments of 1/10 To avoid an input echo, use “;” at end of command y = 3*x.^2 – 5*x + 6; plot(x,y) grid on displays graph of x and y displays reference lines Graphs in 3 Dimensions [x, y] = meshgrid(-3:0.02:3, -5:0.02:5); Creates matrix of x between -3 & 3 and y between -5 & 5 in 0.02 increments to graph z in 3rd dimension z = x.*y.^2 plot3(x,y,z) create function of x and y To change the perspective use the “Rotate 3D” icon on the menu A graph with a message !! [x, y] = meshgrid(-3:.02:3, -5:.02:5); z = max(0.0003, min(.0004, exp(3.*(((0.5+x).^2)+(y.^2)/2)) + exp((-x.^2-(y.^2)/2)) .* cos(4.*x) ) ); plot3(x,y,z) To change the perspective use the “Rotate 3D” icon on the menu http://www.npr.org/blogs/krulwich/2012/01/10/144991 340/don-t-make-me-do-this-the-equations-screamed Other Example Graphs T=R.^2+R.*S+2.*S.^2+3; plot3(R,S,T) a bowl T=-R.^2-S.^2+6.*R+2.*S; plot3(R,S,T) a dome T=R.^3-R.*S+S.^3 a beach towel on a hill Interactive Finishing Touches use “plottools” Add labels, titles, change perspective, etc. see help -> matlab -> graphics -> plots and plotting tools -> “interactive plot creation with plot tools demo” Matlab Introduction Getting Around Matlab Matrix Operations Drawing Graphs Calculating Statistics (How to read data) Calculating Statistics – a traditional way Z = beta(1:end,3); mean(Z) median(Z) min(Z) max(Z) std(Z) standard deviation cov(Z) hist(Z,20) draws histogram with 20 categories Matlab Introduction Getting Around Matlab Matrix Operations Drawing Graphs Calculating Statistics (How to read data) Working with files – a traditional way Cd(‘w:\’) change directory to W disk The file named col2row.prn was saved in excel file using “save as” menu with file delimited by spaces It contains three rows of numbers: 12 4 -3 4 1 F = load(‘col2row.prn'); looks for spaces or columns Or G = dlmread(‘col2row.prn’,’\t’); the “\t” looks for tabdelimited Reading a data file – an interactive mode Choose “import data” from file menu. Select file “beta” to import from Format short g X = beta(1:end,1) Y = beta(1:end,2) (so data looks non-zero) declare X is beta’s 1st column declare Y as beta’s 2nd column Scatter(X,Y) shows X vs. Y Regress(Y,X) best-fit slope (Y ind, X dep) Regression – Manual Method n = size(X,1); X = [ones(n,1),X]; puts new col of 1s as 1st col in new X matrix slop = inv(X’*X)*X’*Y calculates slope eps = Y – X*slop; calculates error from line sigma = eps’*eps/n; slop_var = sigma*inv(X’*X) covariance matrix