From b4139d99e63cdaae0312793fdc56ad9f62e29d20 Mon Sep 17 00:00:00 2001 From: Merouane Atig Date: Sat, 26 Nov 2011 13:27:51 +0100 Subject: [PATCH] Initial sources for ex6 --- ex6.pdf | Bin 0 -> 360509 bytes mlclass-ex6/dataset3Params.m | 34 + mlclass-ex6/emailFeatures.m | 61 + mlclass-ex6/emailSample1.txt | 10 + mlclass-ex6/emailSample2.txt | 34 + mlclass-ex6/ex6.m | 150 ++ mlclass-ex6/ex6_spam.m | 138 ++ mlclass-ex6/ex6data1.mat | Bin 0 -> 981 bytes mlclass-ex6/ex6data2.mat | Bin 0 -> 7604 bytes mlclass-ex6/ex6data3.mat | Bin 0 -> 6038 bytes mlclass-ex6/gaussianKernel.m | 26 + mlclass-ex6/getVocabList.m | 25 + mlclass-ex6/linearKernel.m | 12 + mlclass-ex6/plotData.m | 17 + mlclass-ex6/porterStemmer.m | 385 +++++ mlclass-ex6/processEmail.m | 125 ++ mlclass-ex6/readFile.m | 18 + mlclass-ex6/spamSample1.txt | 42 + mlclass-ex6/spamSample2.txt | 8 + mlclass-ex6/spamTest.mat | Bin 0 -> 112717 bytes mlclass-ex6/spamTrain.mat | Bin 0 -> 428814 bytes mlclass-ex6/submit.m | 332 +++++ mlclass-ex6/submitWeb.m | 349 +++++ mlclass-ex6/svmPredict.m | 54 + mlclass-ex6/svmTrain.m | 192 +++ mlclass-ex6/visualizeBoundary.m | 24 + mlclass-ex6/visualizeBoundaryLinear.m | 16 + mlclass-ex6/vocab.txt | 1899 +++++++++++++++++++++++++ 28 files changed, 3951 insertions(+) create mode 100644 ex6.pdf create mode 100644 mlclass-ex6/dataset3Params.m create mode 100644 mlclass-ex6/emailFeatures.m create mode 100644 mlclass-ex6/emailSample1.txt create mode 100644 mlclass-ex6/emailSample2.txt create mode 100644 mlclass-ex6/ex6.m create mode 100644 mlclass-ex6/ex6_spam.m create mode 100644 mlclass-ex6/ex6data1.mat create mode 100644 mlclass-ex6/ex6data2.mat create mode 100644 mlclass-ex6/ex6data3.mat create mode 100644 mlclass-ex6/gaussianKernel.m create mode 100644 mlclass-ex6/getVocabList.m create mode 100644 mlclass-ex6/linearKernel.m create mode 100644 mlclass-ex6/plotData.m create mode 100644 mlclass-ex6/porterStemmer.m create mode 100644 mlclass-ex6/processEmail.m create mode 100644 mlclass-ex6/readFile.m create mode 100644 mlclass-ex6/spamSample1.txt create mode 100644 mlclass-ex6/spamSample2.txt create mode 100644 mlclass-ex6/spamTest.mat create mode 100644 mlclass-ex6/spamTrain.mat create mode 100644 mlclass-ex6/submit.m create mode 100644 mlclass-ex6/submitWeb.m create mode 100644 mlclass-ex6/svmPredict.m create mode 100644 mlclass-ex6/svmTrain.m create mode 100644 mlclass-ex6/visualizeBoundary.m create mode 100644 mlclass-ex6/visualizeBoundaryLinear.m create mode 100644 mlclass-ex6/vocab.txt diff --git a/ex6.pdf b/ex6.pdf new file mode 100644 index 0000000000000000000000000000000000000000..deaa40dc615ea9d975dbf21e532f5cf246cb49cb GIT binary patch literal 360509 zcmdSB1z1&W*DfmEjWoDGIu|TrEmEYryJLZLcSuQhBPA$}lqe}kOQV9Il+vN3G|HJ^ zeEPoM_xC4FZFl%xy7+ zg+W{zATAjvO(zhSB#7A!ZsBg@Od^3<0C#nS+y86G+>rm`{`XS3?9E(#K#DeQ?!U$i`ET+2xfGm#EC%myp>uaN11=?Cz|wFtcMn&%8_3Gl z$>FcV=lySi{ME@HG35OfLrqsR8^_BoE>CkS;DY>bA>jRwVg1+n!o$h?``N<#E4G?W 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diff --git a/mlclass-ex6/emailSample2.txt b/mlclass-ex6/emailSample2.txt new file mode 100644 index 0000000..e47acda --- /dev/null +++ b/mlclass-ex6/emailSample2.txt @@ -0,0 +1,34 @@ +Folks, + +my first time posting - have a bit of Unix experience, but am new to Linux. + + +Just got a new PC at home - Dell box with Windows XP. Added a second hard disk +for Linux. Partitioned the disk and have installed Suse 7.2 from CD, which went +fine except it didn't pick up my monitor. + +I have a Dell branded E151FPp 15" LCD flat panel monitor and a nVidia GeForce4 +Ti4200 video card, both of which are probably too new to feature in Suse's default +set. I downloaded a driver from the nVidia website and installed it using RPM. +Then I ran Sax2 (as was recommended in some postings I found on the net), but +it still doesn't feature my video card in the available list. What next? + +Another problem. I have a Dell branded keyboard and if I hit Caps-Lock twice, +the whole machine crashes (in Linux, not Windows) - even the on/off switch is +inactive, leaving me to reach for the power cable instead. + +If anyone can help me in any way with these probs., I'd be really grateful - +I've searched the 'net but have run out of ideas. + +Or should I be going for a different version of Linux such as RedHat? Opinions +welcome. + +Thanks a lot, +Peter + +-- +Irish Linux Users' Group: ilug@linux.ie +http://www.linux.ie/mailman/listinfo/ilug for (un)subscription information. +List maintainer: listmaster@linux.ie + + diff --git a/mlclass-ex6/ex6.m b/mlclass-ex6/ex6.m new file mode 100644 index 0000000..a48e060 --- /dev/null +++ b/mlclass-ex6/ex6.m @@ -0,0 +1,150 @@ +%% Machine Learning Online Class +% Exercise 6 | Support Vector Machines +% +% Instructions +% ------------ +% +% This file contains code that helps you get started on the +% exercise. You will need to complete the following functions: +% +% gaussianKernel.m +% dataset3Params.m +% processEmail.m +% emailFeatures.m +% +% For this exercise, you will not need to change any code in this file, +% or any other files other than those mentioned above. +% + +%% Initialization +clear ; close all; clc + +%% =============== Part 1: Loading and Visualizing Data ================ +% We start the exercise by first loading and visualizing the dataset. +% The following code will load the dataset into your environment and plot +% the data. +% + +fprintf('Loading and Visualizing Data ...\n') + +% Load from ex6data1: +% You will have X, y in your environment +load('ex6data1.mat'); + +% Plot training data +plotData(X, y); + +fprintf('Program paused. Press enter to continue.\n'); +pause; + +%% ==================== Part 2: Training Linear SVM ==================== +% The following code will train a linear SVM on the dataset and plot the +% decision boundary learned. +% + +% Load from ex6data1: +% You will have X, y in your environment +load('ex6data1.mat'); + +fprintf('\nTraining Linear SVM ...\n') + +% You should try to change the C value below and see how the decision +% boundary varies (e.g., try C = 1000) +C = 1; +model = svmTrain(X, y, C, @linearKernel, 1e-3, 20); +visualizeBoundaryLinear(X, y, model); + +fprintf('Program paused. Press enter to continue.\n'); +pause; + +%% =============== Part 3: Implementing Gaussian Kernel =============== +% You will now implement the Gaussian kernel to use +% with the SVM. You should complete the code in gaussianKernel.m +% +fprintf('\nEvaluating the Gaussian Kernel ...\n') + +x1 = [1 2 1]; x2 = [0 4 -1]; sigma = 2; +sim = gaussianKernel(x1, x2, sigma); + +fprintf(['Gaussian Kernel between x1 = [1; 2; 1], x2 = [0; 4; -1], sigma = 0.5 :' ... + '\n\t%f\n(this value should be about 0.324652)\n'], sim); + +fprintf('Program paused. Press enter to continue.\n'); +pause; + +%% =============== Part 4: Visualizing Dataset 2 ================ +% The following code will load the next dataset into your environment and +% plot the data. +% + +fprintf('Loading and Visualizing Data ...\n') + +% Load from ex6data2: +% You will have X, y in your environment +load('ex6data2.mat'); + +% Plot training data +plotData(X, y); + +fprintf('Program paused. Press enter to continue.\n'); +pause; + +%% ========== Part 5: Training SVM with RBF Kernel (Dataset 2) ========== +% After you have implemented the kernel, we can now use it to train the +% SVM classifier. +% +fprintf('\nTraining SVM with RBF Kernel (this may take 1 to 2 minutes) ...\n'); + +% Load from ex6data2: +% You will have X, y in your environment +load('ex6data2.mat'); + +% SVM Parameters +C = 1; sigma = 0.1; + +% We set the tolerance and max_passes lower here so that the code will run +% faster. However, in practice, you will want to run the training to +% convergence. +model= svmTrain(X, y, C, @(x1, x2) gaussianKernel(x1, x2, sigma)); +visualizeBoundary(X, y, model); + +fprintf('Program paused. Press enter to continue.\n'); +pause; + +%% =============== Part 6: Visualizing Dataset 3 ================ +% The following code will load the next dataset into your environment and +% plot the data. +% + +fprintf('Loading and Visualizing Data ...\n') + +% Load from ex6data3: +% You will have X, y in your environment +load('ex6data3.mat'); + +% Plot training data +plotData(X, y); + +fprintf('Program paused. Press enter to continue.\n'); +pause; + +%% ========== Part 7: Training SVM with RBF Kernel (Dataset 3) ========== + +% This is a different dataset that you can use to experiment with. Try +% different values of C and sigma here. +% + +% Load from ex6data3: +% You will have X, y in your environment +load('ex6data3.mat'); + +% Try different SVM Parameters here +[C, sigma] = dataset3Params(X, y, Xval, yval); + +% Train the SVM +model= svmTrain(X, y, C, @(x1, x2) gaussianKernel(x1, x2, sigma)); +visualizeBoundary(X, y, model); + +fprintf('Program paused. Press enter to continue.\n'); +pause; + diff --git a/mlclass-ex6/ex6_spam.m b/mlclass-ex6/ex6_spam.m new file mode 100644 index 0000000..479848e --- /dev/null +++ b/mlclass-ex6/ex6_spam.m @@ -0,0 +1,138 @@ +%% Machine Learning Online Class +% Exercise 6 | Spam Classification with SVMs +% +% Instructions +% ------------ +% +% This file contains code that helps you get started on the +% exercise. You will need to complete the following functions: +% +% gaussianKernel.m +% dataset3Params.m +% processEmail.m +% emailFeatures.m +% +% For this exercise, you will not need to change any code in this file, +% or any other files other than those mentioned above. +% + +%% Initialization +clear ; close all; clc + +%% ==================== Part 1: Email Preprocessing ==================== +% To use an SVM to classify emails into Spam v.s. Non-Spam, you first need +% to convert each email into a vector of features. In this part, you will +% implement the preprocessing steps for each email. You should +% complete the code in processEmail.m to produce a word indices vector +% for a given email. + +fprintf('\nPreprocessing sample email (emailSample1.txt)\n'); + +% Extract Features +file_contents = readFile('emailSample1.txt'); +word_indices = processEmail(file_contents); + +% Print Stats +fprintf('Word Indices: \n'); +fprintf(' %d', word_indices); +fprintf('\n\n'); + +fprintf('Program paused. Press enter to continue.\n'); +pause; + +%% ==================== Part 2: Feature Extraction ==================== +% Now, you will convert each email into a vector of features in R^n. +% You should complete the code in emailFeatures.m to produce a feature +% vector for a given email. + +fprintf('\nExtracting features from sample email (emailSample1.txt)\n'); + +% Extract Features +file_contents = readFile('emailSample1.txt'); +word_indices = processEmail(file_contents); +features = emailFeatures(word_indices); + +% Print Stats +fprintf('Length of feature vector: %d\n', length(features)); +fprintf('Number of non-zero entries: %d\n', sum(features > 0)); + +fprintf('Program paused. Press enter to continue.\n'); +pause; + +%% =========== Part 3: Train Linear SVM for Spam Classification ======== +% In this section, you will train a linear classifier to determine if an +% email is Spam or Not-Spam. + +% Load the Spam Email dataset +% You will have X, y in your environment +load('spamTrain.mat'); + +fprintf('\nTraining Linear SVM (Spam Classification)\n') +fprintf('(this may take 1 to 2 minutes) ...\n') + +C = 0.1; +model = svmTrain(X, y, C, @linearKernel); + +p = svmPredict(model, X); + +fprintf('Training Accuracy: %f\n', mean(double(p == y)) * 100); + +%% =================== Part 4: Test Spam Classification ================ +% After training the classifier, we can evaluate it on a test set. We have +% included a test set in spamTest.mat + +% Load the test dataset +% You will have Xtest, ytest in your environment +load('spamTest.mat'); + +fprintf('\nEvaluating the trained Linear SVM on a test set ...\n') + +p = svmPredict(model, Xtest); + +fprintf('Test Accuracy: %f\n', mean(double(p == ytest)) * 100); +pause; + + +%% ================= Part 5: Top Predictors of Spam ==================== +% Since the model we are training is a linear SVM, we can inspect the +% weights learned by the model to understand better how it is determining +% whether an email is spam or not. The following code finds the words with +% the highest weights in the classifier. Informally, the classifier +% 'thinks' that these words are the most likely indicators of spam. +% + +% Sort the weights and obtin the vocabulary list +[weight, idx] = sort(model.w, 'descend'); +vocabList = getVocabList(); + +fprintf('\nTop predictors of spam: \n'); +for i = 1:15 + fprintf(' %-15s (%f) \n', vocabList{idx(i)}, weight(i)); +end + +fprintf('\n\n'); +fprintf('\nProgram paused. Press enter to continue.\n'); +pause; + +%% =================== Part 6: Try Your Own Emails ===================== +% Now that you've trained the spam classifier, you can use it on your own +% emails! In the starter code, we have included spamSample1.txt, +% spamSample2.txt, emailSample1.txt and emailSample2.txt as examples. +% The following code reads in one of these emails and then uses your +% learned SVM classifier to determine whether the email is Spam or +% Not Spam + +% Set the file to be read in (change this to spamSample2.txt, +% emailSample1.txt or emailSample2.txt to see different predictions on +% different emails types). Try your own emails as well! +filename = 'spamSample1.txt'; + +% Read and predict +file_contents = readFile(filename); +word_indices = processEmail(file_contents); +x = emailFeatures(word_indices); +p = svmPredict(model, x); + +fprintf('\nProcessed %s\n\nSpam Classification: %d\n', filename, p); +fprintf('(1 indicates spam, 0 indicates not spam)\n\n'); + diff --git a/mlclass-ex6/ex6data1.mat b/mlclass-ex6/ex6data1.mat new file mode 100644 index 0000000000000000000000000000000000000000..ae0d2aae494b34191072c168d54d5d562dafed90 GIT binary patch literal 981 zcmV;`11kJYK~zjZLLfCRFd$7qR4ry{Y-KDUP;6mzW^ZzBIv__(PFO)UG%O%Pa%Ew3 zWn>_4ZaN@Sb#5R|Z+0LtGaxZEIx;vqG&3MFFflP8ARr(hARr(hARr(hARr(hARr(h zARr(hARr(hARr(hARr(hARr(hARr(hARr(B0ZB~{0000R0{{ScoJCR#P)uPIzI%7? zKH96c?d4U{B#n}1p|by18LIJ`GTCU@q?kp+l%$e|B<$o_o|Bq1XpBe6v%JlCOo|>v zgqR+akXBaOb+4NB|8wTdnK|>F?|kR8q$o-wq$n|$rPM&?A2V1_;ezHuzD{BO6mZGexM9Q) zImX`0I=wj53d0g!D!T*3&?GHzve$~RBdw+^Qg4B{-cQkm4N^QbmZo-JG?L_$V$YzF 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zX$SS|ep8P7H*LDX8ZDe&Bs<*FUaKB5#+caAWIyCBtQ5bB=5g_@Cnq^tS(((#f;8-R zmHe67nqpw}|6GOV_VmI%&!|-+xVyFJ!P?V-)cY%7f3rsWb+UWPqYyLk_-dbdCjz7Bjia9nBPC%+E zZ@p8)Nq7KY%bRtB_K-RIk9IXNtRpSW^S4T_5s&!2Jc0vQw@>w=1E zG$b@$fY~rs;*gW$TanL6_T)Oz&mthzNU#Jc)$Z{479%saFzBNP=ObK9rh<~$u$i8l zF(d4}WPA)w@-4?hdSsZSBWTat<_%eeIc!O?fqRi_?zvnq;L)3om6Z`o(*Jxg=bD0~ z?JqklVi#MnNj1Kh8_fBJVnl;vQmNPqFn7d@nCMu?5V|T#ENDnEkJ)v*RV^g0I{uh< zWBfSxLjukwm5bX&j1)r<^WwbbFm|Lt#Nl integers +% In practice, you'll want to use some form of hashmap +vocabList = cell(n, 1); +for i = 1:n + % Word Index (can ignore since it will be = i) + fscanf(fid, '%d', 1); + % Actual Word + vocabList{i} = fscanf(fid, '%s', 1); +end +fclose(fid); + +end diff --git a/mlclass-ex6/linearKernel.m b/mlclass-ex6/linearKernel.m new file mode 100644 index 0000000..11fd759 --- /dev/null +++ b/mlclass-ex6/linearKernel.m @@ -0,0 +1,12 @@ +function sim = linearKernel(x1, x2) +%LINEARKERNEL returns a linear kernel between x1 and x2 +% sim = linearKernel(x1, x2) returns a linear kernel between x1 and x2 +% and returns the value in sim + +% Ensure that x1 and x2 are column vectors +x1 = x1(:); x2 = x2(:); + +% Compute the kernel +sim = x1' * x2; % dot product + +end \ No newline at end of file diff --git a/mlclass-ex6/plotData.m b/mlclass-ex6/plotData.m new file mode 100644 index 0000000..795cc16 --- /dev/null +++ b/mlclass-ex6/plotData.m @@ -0,0 +1,17 @@ +function plotData(X, y) +%PLOTDATA Plots the data points X and y into a new figure +% PLOTDATA(x,y) plots the data points with + for the positive examples +% and o for the negative examples. X is assumed to be a Mx2 matrix. +% +% Note: This was slightly modified such that it expects y = 1 or y = 0 + +% Find Indices of Positive and Negative Examples +pos = find(y == 1); neg = find(y == 0); + +% Plot Examples +plot(X(pos, 1), X(pos, 2), 'k+','LineWidth', 1, 'MarkerSize', 7) +hold on; +plot(X(neg, 1), X(neg, 2), 'ko', 'MarkerFaceColor', 'y', 'MarkerSize', 7) +hold off; + +end diff --git a/mlclass-ex6/porterStemmer.m b/mlclass-ex6/porterStemmer.m new file mode 100644 index 0000000..6da6fd1 --- /dev/null +++ b/mlclass-ex6/porterStemmer.m @@ -0,0 +1,385 @@ +function stem = porterStemmer(inString) +% Applies the Porter Stemming algorithm as presented in the following +% paper: +% Porter, 1980, An algorithm for suffix stripping, Program, Vol. 14, +% no. 3, pp 130-137 + +% Original code modeled after the C version provided at: +% http://www.tartarus.org/~martin/PorterStemmer/c.txt + +% The main part of the stemming algorithm starts here. b is an array of +% characters, holding the word to be stemmed. The letters are in b[k0], +% b[k0+1] ending at b[k]. In fact k0 = 1 in this demo program (since +% matlab begins indexing by 1 instead of 0). k is readjusted downwards as +% the stemming progresses. Zero termination is not in fact used in the +% algorithm. + +% To call this function, use the string to be stemmed as the input +% argument. This function returns the stemmed word as a string. + +% Lower-case string +inString = lower(inString); + +global j; +b = inString; +k = length(b); +k0 = 1; +j = k; + + + +% With this if statement, strings of length 1 or 2 don't go through the +% stemming process. Remove this conditional to match the published +% algorithm. +stem = b; +if k > 2 + % Output displays per step are commented out. + %disp(sprintf('Word to stem: %s', b)); + x = step1ab(b, k, k0); + %disp(sprintf('Steps 1A and B yield: %s', x{1})); + x = step1c(x{1}, x{2}, k0); + %disp(sprintf('Step 1C yields: %s', x{1})); + x = step2(x{1}, x{2}, k0); + %disp(sprintf('Step 2 yields: %s', x{1})); + x = step3(x{1}, x{2}, k0); + %disp(sprintf('Step 3 yields: %s', x{1})); + x = step4(x{1}, x{2}, k0); + %disp(sprintf('Step 4 yields: %s', x{1})); + x = step5(x{1}, x{2}, k0); + %disp(sprintf('Step 5 yields: %s', x{1})); + stem = x{1}; +end + +% cons(j) is TRUE <=> b[j] is a consonant. +function c = cons(i, b, k0) +c = true; +switch(b(i)) + case {'a', 'e', 'i', 'o', 'u'} + c = false; + case 'y' + if i == k0 + c = true; + else + c = ~cons(i - 1, b, k0); + end +end + +% mseq() measures the number of consonant sequences between k0 and j. If +% c is a consonant sequence and v a vowel sequence, and <..> indicates +% arbitrary presence, + +% gives 0 +% vc gives 1 +% vcvc gives 2 +% vcvcvc gives 3 +% .... +function n = measure(b, k0) +global j; +n = 0; +i = k0; +while true + if i > j + return + end + if ~cons(i, b, k0) + break; + end + i = i + 1; +end +i = i + 1; +while true + while true + if i > j + return + end + if cons(i, b, k0) + break; + end + i = i + 1; + end + i = i + 1; + n = n + 1; + while true + if i > j + return + end + if ~cons(i, b, k0) + break; + end + i = i + 1; + end + i = i + 1; +end + + +% vowelinstem() is TRUE <=> k0,...j contains a vowel +function vis = vowelinstem(b, k0) +global j; +for i = k0:j, + if ~cons(i, b, k0) + vis = true; + return + end +end +vis = false; + +%doublec(i) is TRUE <=> i,(i-1) contain a double consonant. +function dc = doublec(i, b, k0) +if i < k0+1 + dc = false; + return +end +if b(i) ~= b(i-1) + dc = false; + return +end +dc = cons(i, b, k0); + + +% cvc(j) is TRUE <=> j-2,j-1,j has the form consonant - vowel - consonant +% and also if the second c is not w,x or y. this is used when trying to +% restore an e at the end of a short word. e.g. +% +% cav(e), lov(e), hop(e), crim(e), but +% snow, box, tray. + +function c1 = cvc(i, b, k0) +if ((i < (k0+2)) || ~cons(i, b, k0) || cons(i-1, b, k0) || ~cons(i-2, b, k0)) + c1 = false; +else + if (b(i) == 'w' || b(i) == 'x' || b(i) == 'y') + c1 = false; + return + end + c1 = true; +end + +% ends(s) is TRUE <=> k0,...k ends with the string s. +function s = ends(str, b, k) +global j; +if (str(length(str)) ~= b(k)) + s = false; + return +end % tiny speed-up +if (length(str) > k) + s = false; + return +end +if strcmp(b(k-length(str)+1:k), str) + s = true; + j = k - length(str); + return +else + s = false; +end + +% setto(s) sets (j+1),...k to the characters in the string s, readjusting +% k accordingly. + +function so = setto(s, b, k) +global j; +for i = j+1:(j+length(s)) + b(i) = s(i-j); +end +if k > j+length(s) + b((j+length(s)+1):k) = ''; +end +k = length(b); +so = {b, k}; + +% rs(s) is used further down. +% [Note: possible null/value for r if rs is called] +function r = rs(str, b, k, k0) +r = {b, k}; +if measure(b, k0) > 0 + r = setto(str, b, k); +end + +% step1ab() gets rid of plurals and -ed or -ing. e.g. + +% caresses -> caress +% ponies -> poni +% ties -> ti +% caress -> caress +% cats -> cat + +% feed -> feed +% agreed -> agree +% disabled -> disable + +% matting -> mat +% mating -> mate +% meeting -> meet +% milling -> mill +% messing -> mess + +% meetings -> meet + +function s1ab = step1ab(b, k, k0) +global j; +if b(k) == 's' + if ends('sses', b, k) + k = k-2; + elseif ends('ies', b, k) + retVal = setto('i', b, k); + b = retVal{1}; + k = retVal{2}; + elseif (b(k-1) ~= 's') + k = k-1; + end +end +if ends('eed', b, k) + if measure(b, k0) > 0; + k = k-1; + end +elseif (ends('ed', b, k) || ends('ing', b, k)) && vowelinstem(b, k0) + k = j; + retVal = {b, k}; + if ends('at', b, k) + retVal = setto('ate', b(k0:k), k); + elseif ends('bl', b, k) + retVal = setto('ble', b(k0:k), k); + elseif ends('iz', b, k) + retVal = setto('ize', b(k0:k), k); + elseif doublec(k, b, k0) + retVal = {b, k-1}; + if b(retVal{2}) == 'l' || b(retVal{2}) == 's' || ... + b(retVal{2}) == 'z' + retVal = {retVal{1}, retVal{2}+1}; + end + elseif measure(b, k0) == 1 && cvc(k, b, k0) + retVal = setto('e', b(k0:k), k); + end + k = retVal{2}; + b = retVal{1}(k0:k); +end +j = k; +s1ab = {b(k0:k), k}; + +% step1c() turns terminal y to i when there is another vowel in the stem. +function s1c = step1c(b, k, k0) +global j; +if ends('y', b, k) && vowelinstem(b, k0) + b(k) = 'i'; +end +j = k; +s1c = {b, k}; + +% step2() maps double suffices to single ones. so -ization ( = -ize plus +% -ation) maps to -ize etc. note that the string before the suffix must give +% m() > 0. +function s2 = step2(b, k, k0) +global j; +s2 = {b, k}; +switch b(k-1) + case {'a'} + if ends('ational', b, k) s2 = rs('ate', b, k, k0); + elseif ends('tional', b, k) s2 = rs('tion', b, k, k0); end; + case {'c'} + if ends('enci', b, k) s2 = rs('ence', b, k, k0); + elseif ends('anci', b, k) s2 = rs('ance', b, k, k0); end; + case {'e'} + if ends('izer', b, k) s2 = rs('ize', b, k, k0); end; + case {'l'} + if ends('bli', b, k) s2 = rs('ble', b, k, k0); + elseif ends('alli', b, k) s2 = rs('al', b, k, k0); + elseif ends('entli', b, k) s2 = rs('ent', b, k, k0); + elseif ends('eli', b, k) s2 = rs('e', b, k, k0); + elseif ends('ousli', b, k) s2 = rs('ous', b, k, k0); end; + case {'o'} + if ends('ization', b, k) s2 = rs('ize', b, k, k0); + elseif ends('ation', b, k) s2 = rs('ate', b, k, k0); + elseif ends('ator', b, k) s2 = rs('ate', b, k, k0); end; + case {'s'} + if ends('alism', b, k) s2 = rs('al', b, k, k0); + elseif ends('iveness', b, k) s2 = rs('ive', b, k, k0); + elseif ends('fulness', b, k) s2 = rs('ful', b, k, k0); + elseif ends('ousness', b, k) s2 = rs('ous', b, k, k0); end; + case {'t'} + if ends('aliti', b, k) s2 = rs('al', b, k, k0); + elseif ends('iviti', b, k) s2 = rs('ive', b, k, k0); + elseif ends('biliti', b, k) s2 = rs('ble', b, k, k0); end; + case {'g'} + if ends('logi', b, k) s2 = rs('log', b, k, k0); end; +end +j = s2{2}; + +% step3() deals with -ic-, -full, -ness etc. similar strategy to step2. +function s3 = step3(b, k, k0) +global j; +s3 = {b, k}; +switch b(k) + case {'e'} + if ends('icate', b, k) s3 = rs('ic', b, k, k0); + elseif ends('ative', b, k) s3 = rs('', b, k, k0); + elseif ends('alize', b, k) s3 = rs('al', b, k, k0); end; + case {'i'} + if ends('iciti', b, k) s3 = rs('ic', b, k, k0); end; + case {'l'} + if ends('ical', b, k) s3 = rs('ic', b, k, k0); + elseif ends('ful', b, k) s3 = rs('', b, k, k0); end; + case {'s'} + if ends('ness', b, k) s3 = rs('', b, k, k0); end; +end +j = s3{2}; + +% step4() takes off -ant, -ence etc., in context vcvc. +function s4 = step4(b, k, k0) +global j; +switch b(k-1) + case {'a'} + if ends('al', b, k) end; + case {'c'} + if ends('ance', b, k) + elseif ends('ence', b, k) end; + case {'e'} + if ends('er', b, k) end; + case {'i'} + if ends('ic', b, k) end; + case {'l'} + if ends('able', b, k) + elseif ends('ible', b, k) end; + case {'n'} + if ends('ant', b, k) + elseif ends('ement', b, k) + elseif ends('ment', b, k) + elseif ends('ent', b, k) end; + case {'o'} + if ends('ion', b, k) + if j == 0 + elseif ~(strcmp(b(j),'s') || strcmp(b(j),'t')) + j = k; + end + elseif ends('ou', b, k) end; + case {'s'} + if ends('ism', b, k) end; + case {'t'} + if ends('ate', b, k) + elseif ends('iti', b, k) end; + case {'u'} + if ends('ous', b, k) end; + case {'v'} + if ends('ive', b, k) end; + case {'z'} + if ends('ize', b, k) end; +end +if measure(b, k0) > 1 + s4 = {b(k0:j), j}; +else + s4 = {b(k0:k), k}; +end + +% step5() removes a final -e if m() > 1, and changes -ll to -l if m() > 1. +function s5 = step5(b, k, k0) +global j; +j = k; +if b(k) == 'e' + a = measure(b, k0); + if (a > 1) || ((a == 1) && ~cvc(k-1, b, k0)) + k = k-1; + end +end +if (b(k) == 'l') && doublec(k, b, k0) && (measure(b, k0) > 1) + k = k-1; +end +s5 = {b(k0:k), k}; diff --git a/mlclass-ex6/processEmail.m b/mlclass-ex6/processEmail.m new file mode 100644 index 0000000..234bae0 --- /dev/null +++ b/mlclass-ex6/processEmail.m @@ -0,0 +1,125 @@ +function word_indices = processEmail(email_contents) +%PROCESSEMAIL preprocesses a the body of an email and +%returns a list of word_indices +% word_indices = PROCESSEMAIL(email_contents) preprocesses +% the body of an email and returns a list of indices of the +% words contained in the email. +% + +% Load Vocabulary +vocabList = getVocabList(); + +% Init return value +word_indices = []; + +% ========================== Preprocess Email =========================== + +% Find the Headers ( \n\n and remove ) +% Uncomment the following lines if you are working with raw emails with the +% full headers + +% hdrstart = strfind(email_contents, ([char(10) char(10)])); +% email_contents = email_contents(hdrstart(1):end); + +% Lower case +email_contents = lower(email_contents); + +% Strip all HTML +% Looks for any expression that starts with < and ends with > and replace +% and does not have any < or > in the tag it with a space +email_contents = regexprep(email_contents, '<[^<>]+>', ' '); + +% Handle Numbers +% Look for one or more characters between 0-9 +email_contents = regexprep(email_contents, '[0-9]+', 'number'); + +% Handle URLS +% Look for strings starting with http:// or https:// +email_contents = regexprep(email_contents, ... + '(http|https)://[^\s]*', 'httpaddr'); + +% Handle Email Addresses +% Look for strings with @ in the middle +email_contents = regexprep(email_contents, '[^\s]+@[^\s]+', 'emailaddr'); + +% Handle $ sign +email_contents = regexprep(email_contents, '[$]+', 'dollar'); + + +% ========================== Tokenize Email =========================== + +% Output the email to screen as well +fprintf('\n==== Processed Email ====\n\n'); + +% Process file +l = 0; + +while ~isempty(email_contents) + + % Tokenize and also get rid of any punctuation + [str, email_contents] = ... + strtok(email_contents, ... + [' @$/#.-:&*+=[]?!(){},''">_<;%' char(10) char(13)]); + + % Remove any non alphanumeric characters + str = regexprep(str, '[^a-zA-Z0-9]', ''); + + % Stem the word + % (the porterStemmer sometimes has issues, so we use a try catch block) + try str = porterStemmer(strtrim(str)); + catch str = ''; continue; + end; + + % Skip the word if it is too short + if length(str) < 1 + continue; + end + + % Look up the word in the dictionary and add to word_indices if + % found + % ====================== YOUR CODE HERE ====================== + % Instructions: Fill in this function to add the index of str to + % word_indices if it is in the vocabulary. At this point + % of the code, you have a stemmed word from the email in + % the variable str. You should look up str in the + % vocabulary list (vocabList). If a match exists, you + % should add the index of the word to the word_indices + % vector. Concretely, if str = 'action', then you should + % look up the vocabulary list to find where in vocabList + % 'action' appears. For example, if vocabList{18} = + % 'action', then, you should add 18 to the word_indices + % vector (e.g., word_indices = [word_indices ; 18]; ). + % + % Note: vocabList{idx} returns a the word with index idx in the + % vocabulary list. + % + % Note: You can use strcmp(str1, str2) to compare two strings (str1 and + % str2). It will return 1 only if the two strings are equivalent. + % + + + + + + + + + + + % ============================================================= + + + % Print to screen, ensuring that the output lines are not too long + if (l + length(str) + 1) > 78 + fprintf('\n'); + l = 0; + end + fprintf('%s ', str); + l = l + length(str) + 1; + +end + +% Print footer +fprintf('\n\n=========================\n'); + +end diff --git a/mlclass-ex6/readFile.m b/mlclass-ex6/readFile.m new file mode 100644 index 0000000..08686d6 --- /dev/null +++ b/mlclass-ex6/readFile.m @@ -0,0 +1,18 @@ +function file_contents = readFile(filename) +%READFILE reads a file and returns its entire contents +% file_contents = READFILE(filename) reads a file and returns its entire +% contents in file_contents +% + +% Load File +fid = fopen(filename); +if fid + file_contents = fscanf(fid, '%c', inf); + fclose(fid); +else + file_contents = ''; + fprintf('Unable to open %s\n', filename); +end + +end + diff --git a/mlclass-ex6/spamSample1.txt b/mlclass-ex6/spamSample1.txt new file mode 100644 index 0000000..bab0ca2 --- /dev/null +++ b/mlclass-ex6/spamSample1.txt @@ -0,0 +1,42 @@ +Do You Want To Make $1000 Or More Per Week? + + + +If you are a motivated and qualified individual - I +will personally demonstrate to you a system that will +make you $1,000 per week or more! This is NOT mlm. + + + +Call our 24 hour pre-recorded number to get the +details. + + + +000-456-789 + + + +I need people who want to make serious money. Make +the call and get the facts. + +Invest 2 minutes in yourself now! + + + +000-456-789 + + + +Looking forward to your call and I will introduce you +to people like yourself who +are currently making $10,000 plus per week! + + + +000-456-789 + + + +3484lJGv6-241lEaN9080lRmS6-271WxHo7524qiyT5-438rjUv5615hQcf0-662eiDB9057dMtVl72 + diff --git a/mlclass-ex6/spamSample2.txt b/mlclass-ex6/spamSample2.txt new file mode 100644 index 0000000..f8e8fce --- /dev/null +++ b/mlclass-ex6/spamSample2.txt @@ -0,0 +1,8 @@ +Best Buy Viagra Generic Online + +Viagra 100mg x 60 Pills $125, Free Pills & Reorder Discount, Top Selling 100% Quality & Satisfaction guaranteed! + +We accept VISA, Master & E-Check Payments, 90000+ Satisfied Customers! +http://medphysitcstech.ru + + diff --git a/mlclass-ex6/spamTest.mat b/mlclass-ex6/spamTest.mat new file mode 100644 index 0000000000000000000000000000000000000000..b7bf9532a1ad0467da30be8a62be838b737a2d4d GIT binary patch literal 112717 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zX3TIm&c}+KnX>R&T}zvZQQ2u}vv{Z*wnV$MaQv?$NWVjVKR%LHsUm_ z_4-&)QRmb!$tV(v&`B^zb);51M|kD4Bc+ltI2c^x2CcjfLglzpOQG~|z~!S( zNDB*K5X74-{#kSybN)eyHK>Pax#i}VV5$)SBy5g^S5SNLd}Al%LxBsoh27WLoHOOn zA8|7LDi59IB!A50NscMz=(^QomI=Cw!1+N|KrfLY?R}z=gqyHzwhwYsg14>+A0cKdAAhL9M9~7qsS+67NrO%W&pw-o`dDZnwu1N&bK$XVT zEMu89qrq>4eT9V?(!c2Lm;&4^Ofgg#oX;sY{#8pI=S68|)!KnCGVgj)hCNb8Zk*)% tPEC61kO8&= 1) && (partId <= numel(partNames) + 1); +end + +function partId = promptPart() + fprintf('== Select which part(s) to submit:\n', ... + homework_id()); + partNames = validParts(); + srcFiles = sources(); + for i = 1:numel(partNames) + fprintf('== %d) %s [', i, partNames{i}); + fprintf(' %s ', srcFiles{i}{:}); + fprintf(']\n'); + end + fprintf('== %d) All of the above \n==\nEnter your choice [1-%d]: ', ... + numel(partNames) + 1, numel(partNames) + 1); + selPart = input('', 's'); + partId = str2num(selPart); + if ~isValidPartId(partId) + partId = -1; + end +end + +function [email,ch,signature] = getChallenge(email) + str = urlread(challenge_url(), 'post', {'email_address', email}); + + str = strtrim(str); + [email, str] = strtok (str, '|'); + [ch, str] = strtok (str, '|'); + [signature, str] = strtok (str, '|'); +end + + +function [result, str] = submitSolution(email, ch_resp, part, output, ... + source, signature) + + params = {'homework', homework_id(), ... + 'part', num2str(part), ... + 'email', email, ... + 'output', output, ... + 'source', source, ... + 'challenge_response', ch_resp, ... + 'signature', signature}; + + str = urlread(submit_url(), 'post', params); + + % Parse str to read for success / failure + result = 0; + +end + +% =========================== LOGIN HELPERS =========================== + +function [login password] = loginPrompt() + % Prompt for password + [login password] = basicPrompt(); + + if isempty(login) || isempty(password) + login = []; password = []; + end +end + + +function [login password] = basicPrompt() + login = input('Login (Email address): ', 's'); + password = input('Password: ', 's'); +end + + +function [str] = challengeResponse(email, passwd, challenge) + salt = ')~/|]QMB3[!W`?OVt7qC"@+}'; + str = sha1([challenge sha1([salt email passwd])]); + sel = randperm(numel(str)); + sel = sort(sel(1:16)); + str = str(sel); +end + + +% =============================== SHA-1 ================================ + +function hash = sha1(str) + + % Initialize variables + h0 = uint32(1732584193); + h1 = uint32(4023233417); + h2 = uint32(2562383102); + h3 = uint32(271733878); + h4 = uint32(3285377520); + + % Convert to word array + strlen = numel(str); + + % Break string into chars and append the bit 1 to the message + mC = [double(str) 128]; + mC = [mC zeros(1, 4-mod(numel(mC), 4), 'uint8')]; + + numB = strlen * 8; + if exist('idivide') + numC = idivide(uint32(numB + 65), 512, 'ceil'); + else + numC = ceil(double(numB + 65)/512); + end + numW = numC * 16; + mW = zeros(numW, 1, 'uint32'); + + idx = 1; + for i = 1:4:strlen + 1 + mW(idx) = bitor(bitor(bitor( ... + bitshift(uint32(mC(i)), 24), ... + bitshift(uint32(mC(i+1)), 16)), ... + bitshift(uint32(mC(i+2)), 8)), ... + uint32(mC(i+3))); + idx = idx + 1; + end + + % Append length of message + mW(numW - 1) = uint32(bitshift(uint64(numB), -32)); + mW(numW) = uint32(bitshift(bitshift(uint64(numB), 32), -32)); + + % Process the message in successive 512-bit chs + for cId = 1 : double(numC) + cSt = (cId - 1) * 16 + 1; + cEnd = cId * 16; + ch = mW(cSt : cEnd); + + % Extend the sixteen 32-bit words into eighty 32-bit words + for j = 17 : 80 + ch(j) = ch(j - 3); + ch(j) = bitxor(ch(j), ch(j - 8)); + ch(j) = bitxor(ch(j), ch(j - 14)); + ch(j) = bitxor(ch(j), ch(j - 16)); + ch(j) = bitrotate(ch(j), 1); + end + + % Initialize hash value for this ch + a = h0; + b = h1; + c = h2; + d = h3; + e = h4; + + % Main loop + for i = 1 : 80 + if(i >= 1 && i <= 20) + f = bitor(bitand(b, c), bitand(bitcmp(b), d)); + k = uint32(1518500249); + elseif(i >= 21 && i <= 40) + f = bitxor(bitxor(b, c), d); + k = uint32(1859775393); + elseif(i >= 41 && i <= 60) + f = bitor(bitor(bitand(b, c), bitand(b, d)), bitand(c, d)); + k = uint32(2400959708); + elseif(i >= 61 && i <= 80) + f = bitxor(bitxor(b, c), d); + k = uint32(3395469782); + end + + t = bitrotate(a, 5); + t = bitadd(t, f); + t = bitadd(t, e); + t = bitadd(t, k); + t = bitadd(t, ch(i)); + e = d; + d = c; + c = bitrotate(b, 30); + b = a; + a = t; + + end + h0 = bitadd(h0, a); + h1 = bitadd(h1, b); + h2 = bitadd(h2, c); + h3 = bitadd(h3, d); + h4 = bitadd(h4, e); + + end + + hash = reshape(dec2hex(double([h0 h1 h2 h3 h4]), 8)', [1 40]); + + hash = lower(hash); + +end + +function ret = bitadd(iA, iB) + ret = double(iA) + double(iB); + ret = bitset(ret, 33, 0); + ret = uint32(ret); +end + +function ret = bitrotate(iA, places) + t = bitshift(iA, places - 32); + ret = bitshift(iA, places); + ret = bitor(ret, t); +end diff --git a/mlclass-ex6/submitWeb.m b/mlclass-ex6/submitWeb.m new file mode 100644 index 0000000..4503e97 --- /dev/null +++ b/mlclass-ex6/submitWeb.m @@ -0,0 +1,349 @@ +function submitWeb(partId) +%SUBMITWEB Generates a base64 encoded string for web-based submissions +% SUBMITWEB() will generate a base64 encoded string so that you can submit your +% solutions via a web form + + fprintf('==\n== [ml-class] Submitting Solutions | Programming Exercise %s\n==\n', ... + homework_id()); + if ~exist('partId', 'var') || isempty(partId) + partId = promptPart(); + end + + % Check valid partId + partNames = validParts(); + if ~isValidPartId(partId) + fprintf('!! Invalid homework part selected.\n'); + fprintf('!! Expected an integer from 1 to %d.\n', numel(partNames)); + fprintf('!! Submission Cancelled\n'); + return + end + + [login] = loginPrompt(); + if isempty(login) + fprintf('!! Submission Cancelled\n'); + return + end + + [result] = submitSolution(login, partId, output(partId), ... + source(partId)); + result = base64encode(result); + + fprintf('\nSave as submission file [submit_ex%s_part%d.txt]: ', ... + homework_id(), partId); + saveAsFile = input('', 's'); + if (isempty(saveAsFile)) + saveAsFile = sprintf('submit_ex%s_part%d.txt', homework_id(), partId); + end + + fid = fopen(saveAsFile, 'w'); + if (fid) + fwrite(fid, result); + fclose(fid); + fprintf('\nSaved your solutions to %s.\n\n', saveAsFile); + fprintf(['You can now submit your solutions through the web \n' ... + 'form in the programming exercises. Select the corresponding \n' ... + 'programming exercise to access the form.\n']); + + else + fprintf('Unable to save to %s\n\n', saveAsFile); + fprintf(['You can create a submission file by saving the \n' ... + 'following text in a file: (press enter to continue)\n\n']); + pause; + fprintf(result); + end + +end + +% ================== CONFIGURABLES FOR EACH HOMEWORK ================== + +function id = homework_id() + id = '6'; +end + +function [partNames] = validParts() + partNames = { 'Gaussian Kernel', ... + 'Parameters (C, sigma) for Dataset 3', ... + 'Email Preprocessing' ... + 'Email Feature Extraction' ... + }; +end + +function srcs = sources() + % Separated by part + srcs = { { 'gaussianKernel.m' }, ... + { 'dataset3Params.m' }, ... + { 'processEmail.m' }, ... + { 'emailFeatures.m' } }; +end + +function out = output(partId) + % Random Test Cases + x1 = sin(1:10)'; + x2 = cos(1:10)'; + ec = 'the quick brown fox jumped over the lazy dog'; + wi = 1 + abs(round(x1 * 1863)); + wi = [wi ; wi]; + if partId == 1 + sim = gaussianKernel(x1, x2, 2); + out = sprintf('%0.5f ', sim); + elseif partId == 2 + load('ex6data3.mat'); + [C, sigma] = dataset3Params(X, y, Xval, yval); + out = sprintf('%0.5f ', C); + out = [out sprintf('%0.5f ', sigma)]; + elseif partId == 3 + word_indices = processEmail(ec); + out = sprintf('%d ', word_indices); + elseif partId == 4 + x = emailFeatures(wi); + out = sprintf('%d ', x); + end +end + + + +% ========================= SUBMIT HELPERS ========================= + +function src = source(partId) + src = ''; + src_files = sources(); + if partId <= numel(src_files) + flist = src_files{partId}; + for i = 1:numel(flist) + fid = fopen(flist{i}); + while ~feof(fid) + line = fgets(fid); + src = [src line]; + end + fclose(fid); + src = [src '||||||||']; + end + end +end + +function ret = isValidPartId(partId) + partNames = validParts(); + ret = (~isempty(partId)) && (partId >= 1) && (partId <= numel(partNames)); +end + +function partId = promptPart() + fprintf('== Select which part(s) to submit:\n', ... + homework_id()); + partNames = validParts(); + srcFiles = sources(); + for i = 1:numel(partNames) + fprintf('== %d) %s [', i, partNames{i}); + fprintf(' %s ', srcFiles{i}{:}); + fprintf(']\n'); + end + fprintf('\nEnter your choice [1-%d]: ', ... + numel(partNames)); + selPart = input('', 's'); + partId = str2num(selPart); + if ~isValidPartId(partId) + partId = -1; + end +end + + +function [result, str] = submitSolution(email, part, output, source) + + result = ['a:5:{' ... + p_s('homework') p_s64(homework_id()) ... + p_s('part') p_s64(part) ... + p_s('email') p_s64(email) ... + p_s('output') p_s64(output) ... + p_s('source') p_s64(source) ... + '}']; + +end + +function s = p_s(str) + s = ['s:' num2str(numel(str)) ':"' str '";']; +end + +function s = p_s64(str) + str = base64encode(str, ''); + s = ['s:' num2str(numel(str)) ':"' str '";']; +end + +% =========================== LOGIN HELPERS =========================== + +function [login] = loginPrompt() + % Prompt for password + [login] = basicPrompt(); +end + + +function [login] = basicPrompt() + login = input('Login (Email address): ', 's'); +end + + +% =========================== Base64 Encoder ============================ +% Thanks to Peter John Acklam +% + +function y = base64encode(x, eol) +%BASE64ENCODE Perform base64 encoding on a string. +% +% BASE64ENCODE(STR, EOL) encode the given string STR. EOL is the line ending +% sequence to use; it is optional and defaults to '\n' (ASCII decimal 10). +% The returned encoded string is broken into lines of no more than 76 +% characters each, and each line will end with EOL unless it is empty. Let +% EOL be empty if you do not want the encoded string broken into lines. +% +% STR and EOL don't have to be strings (i.e., char arrays). The only +% requirement is that they are vectors containing values in the range 0-255. +% +% This function may be used to encode strings into the Base64 encoding +% specified in RFC 2045 - MIME (Multipurpose Internet Mail Extensions). The +% Base64 encoding is designed to represent arbitrary sequences of octets in a +% form that need not be humanly readable. A 65-character subset +% ([A-Za-z0-9+/=]) of US-ASCII is used, enabling 6 bits to be represented per +% printable character. +% +% Examples +% -------- +% +% If you want to encode a large file, you should encode it in chunks that are +% a multiple of 57 bytes. This ensures that the base64 lines line up and +% that you do not end up with padding in the middle. 57 bytes of data fills +% one complete base64 line (76 == 57*4/3): +% +% If ifid and ofid are two file identifiers opened for reading and writing, +% respectively, then you can base64 encode the data with +% +% while ~feof(ifid) +% fwrite(ofid, base64encode(fread(ifid, 60*57))); +% end +% +% or, if you have enough memory, +% +% fwrite(ofid, base64encode(fread(ifid))); +% +% See also BASE64DECODE. + +% Author: Peter John Acklam +% Time-stamp: 2004-02-03 21:36:56 +0100 +% E-mail: pjacklam@online.no +% URL: http://home.online.no/~pjacklam + + if isnumeric(x) + x = num2str(x); + end + + % make sure we have the EOL value + if nargin < 2 + eol = sprintf('\n'); + else + if sum(size(eol) > 1) > 1 + error('EOL must be a vector.'); + end + if any(eol(:) > 255) + error('EOL can not contain values larger than 255.'); + end + end + + if sum(size(x) > 1) > 1 + error('STR must be a vector.'); + end + + x = uint8(x); + eol = uint8(eol); + + ndbytes = length(x); % number of decoded bytes + nchunks = ceil(ndbytes / 3); % number of chunks/groups + nebytes = 4 * nchunks; % number of encoded bytes + + % add padding if necessary, to make the length of x a multiple of 3 + if rem(ndbytes, 3) + x(end+1 : 3*nchunks) = 0; + end + + x = reshape(x, [3, nchunks]); % reshape the data + y = repmat(uint8(0), 4, nchunks); % for the encoded data + + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + % Split up every 3 bytes into 4 pieces + % + % aaaaaabb bbbbcccc ccdddddd + % + % to form + % + % 00aaaaaa 00bbbbbb 00cccccc 00dddddd + % + y(1,:) = bitshift(x(1,:), -2); % 6 highest bits of x(1,:) + + y(2,:) = bitshift(bitand(x(1,:), 3), 4); % 2 lowest bits of x(1,:) + y(2,:) = bitor(y(2,:), bitshift(x(2,:), -4)); % 4 highest bits of x(2,:) + + y(3,:) = bitshift(bitand(x(2,:), 15), 2); % 4 lowest bits of x(2,:) + y(3,:) = bitor(y(3,:), bitshift(x(3,:), -6)); % 2 highest bits of x(3,:) + + y(4,:) = bitand(x(3,:), 63); % 6 lowest bits of x(3,:) + + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + % Now perform the following mapping + % + % 0 - 25 -> A-Z + % 26 - 51 -> a-z + % 52 - 61 -> 0-9 + % 62 -> + + % 63 -> / + % + % We could use a mapping vector like + % + % ['A':'Z', 'a':'z', '0':'9', '+/'] + % + % but that would require an index vector of class double. + % + z = repmat(uint8(0), size(y)); + i = y <= 25; z(i) = 'A' + double(y(i)); + i = 26 <= y & y <= 51; z(i) = 'a' - 26 + double(y(i)); + i = 52 <= y & y <= 61; z(i) = '0' - 52 + double(y(i)); + i = y == 62; z(i) = '+'; + i = y == 63; z(i) = '/'; + y = z; + + %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + % Add padding if necessary. + % + npbytes = 3 * nchunks - ndbytes; % number of padding bytes + if npbytes + y(end-npbytes+1 : end) = '='; % '=' is used for padding + end + + if isempty(eol) + + % reshape to a row vector + y = reshape(y, [1, nebytes]); + + else + + nlines = ceil(nebytes / 76); % number of lines + neolbytes = length(eol); % number of bytes in eol string + + % pad data so it becomes a multiple of 76 elements + y = [y(:) ; zeros(76 * nlines - numel(y), 1)]; + y(nebytes + 1 : 76 * nlines) = 0; + y = reshape(y, 76, nlines); + + % insert eol strings + eol = eol(:); + y(end + 1 : end + neolbytes, :) = eol(:, ones(1, nlines)); + + % remove padding, but keep the last eol string + m = nebytes + neolbytes * (nlines - 1); + n = (76+neolbytes)*nlines - neolbytes; + y(m+1 : n) = ''; + + % extract and reshape to row vector + y = reshape(y, 1, m+neolbytes); + + end + + % output is a character array + y = char(y); + +end diff --git a/mlclass-ex6/svmPredict.m b/mlclass-ex6/svmPredict.m new file mode 100644 index 0000000..ec8ef77 --- /dev/null +++ b/mlclass-ex6/svmPredict.m @@ -0,0 +1,54 @@ +function pred = svmPredict(model, X) +%SVMPREDICT returns a vector of predictions using a trained SVM model +%(svmTrain). +% pred = SVMPREDICT(model, X) returns a vector of predictions using a +% trained SVM model (svmTrain). X is a mxn matrix where there each +% example is a row. model is a svm model returned from svmTrain. +% predictions pred is a m x 1 column of predictions of {0, 1} values. +% + +% Check if we are getting a column vector, if so, then assume that we only +% need to do prediction for a single example +if (size(X, 2) == 1) + % Examples should be in rows + X = X'; +end + +% Dataset +m = size(X, 1); +p = zeros(m, 1); +pred = zeros(m, 1); + +if strcmp(func2str(model.kernelFunction), 'linearKernel') + % We can use the weights and bias directly if working with the + % linear kernel + p = X * model.w + model.b; +elseif strfind(func2str(model.kernelFunction), 'gaussianKernel') + % Vectorized RBF Kernel + % This is equivalent to computing the kernel on every pair of examples + X1 = sum(X.^2, 2); + X2 = sum(model.X.^2, 2)'; + K = bsxfun(@plus, X1, bsxfun(@plus, X2, - 2 * X * model.X')); + K = model.kernelFunction(1, 0) .^ K; + K = bsxfun(@times, model.y', K); + K = bsxfun(@times, model.alphas', K); + p = sum(K, 2); +else + % Other Non-linear kernel + for i = 1:m + prediction = 0; + for j = 1:size(model.X, 1) + prediction = prediction + ... + model.alphas(j) * model.y(j) * ... + model.kernelFunction(X(i,:)', model.X(j,:)'); + end + p(i) = prediction + model.b; + end +end + +% Convert predictions into 0 / 1 +pred(p >= 0) = 1; +pred(p < 0) = 0; + +end + diff --git a/mlclass-ex6/svmTrain.m b/mlclass-ex6/svmTrain.m new file mode 100644 index 0000000..2b2f169 --- /dev/null +++ b/mlclass-ex6/svmTrain.m @@ -0,0 +1,192 @@ +function [model] = svmTrain(X, Y, C, kernelFunction, ... + tol, max_passes) +%SVMTRAIN Trains an SVM classifier using a simplified version of the SMO +%algorithm. +% [model] = SVMTRAIN(X, Y, C, kernelFunction, tol, max_passes) trains an +% SVM classifier and returns trained model. X is the matrix of training +% examples. Each row is a training example, and the jth column holds the +% jth feature. Y is a column matrix containing 1 for positive examples +% and 0 for negative examples. C is the standard SVM regularization +% parameter. tol is a tolerance value used for determining equality of +% floating point numbers. max_passes controls the number of iterations +% over the dataset (without changes to alpha) before the algorithm quits. +% +% Note: This is a simplified version of the SMO algorithm for training +% SVMs. In practice, if you want to train an SVM classifier, we +% recommend using an optimized package such as: +% +% LIBSVM (http://www.csie.ntu.edu.tw/~cjlin/libsvm/) +% SVMLight (http://svmlight.joachims.org/) +% +% + +if ~exist('tol', 'var') || isempty(tol) + tol = 1e-3; +end + +if ~exist('max_passes', 'var') || isempty(max_passes) + max_passes = 5; +end + +% Data parameters +m = size(X, 1); +n = size(X, 2); + +% Map 0 to -1 +Y(Y==0) = -1; + +% Variables +alphas = zeros(m, 1); +b = 0; +E = zeros(m, 1); +passes = 0; +eta = 0; +L = 0; +H = 0; + +% Pre-compute the Kernel Matrix since our dataset is small +% (in practice, optimized SVM packages that handle large datasets +% gracefully will _not_ do this) +% +% We have implemented optimized vectorized version of the Kernels here so +% that the svm training will run faster. +if strcmp(func2str(kernelFunction), 'linearKernel') + % Vectorized computation for the Linear Kernel + % This is equivalent to computing the kernel on every pair of examples + K = X*X'; +elseif strfind(func2str(kernelFunction), 'gaussianKernel') + % Vectorized RBF Kernel + % This is equivalent to computing the kernel on every pair of examples + X2 = sum(X.^2, 2); + K = bsxfun(@plus, X2, bsxfun(@plus, X2', - 2 * (X * X'))); + K = kernelFunction(1, 0) .^ K; +else + % Pre-compute the Kernel Matrix + % The following can be slow due to the lack of vectorization + K = zeros(m); + for i = 1:m + for j = i:m + K(i,j) = kernelFunction(X(i,:)', X(j,:)'); + K(j,i) = K(i,j); %the matrix is symmetric + end + end +end + +% Train +fprintf('\nTraining ...'); +dots = 12; +while passes < max_passes, + + num_changed_alphas = 0; + for i = 1:m, + + % Calculate Ei = f(x(i)) - y(i) using (2). + % E(i) = b + sum (X(i, :) * (repmat(alphas.*Y,1,n).*X)') - Y(i); + E(i) = b + sum (alphas.*Y.*K(:,i)) - Y(i); + + if ((Y(i)*E(i) < -tol && alphas(i) < C) || (Y(i)*E(i) > tol && alphas(i) > 0)), + + % In practice, there are many heuristics one can use to select + % the i and j. In this simplified code, we select them randomly. + j = ceil(m * rand()); + while j == i, % Make sure i \neq j + j = ceil(m * rand()); + end + + % Calculate Ej = f(x(j)) - y(j) using (2). + E(j) = b + sum (alphas.*Y.*K(:,j)) - Y(j); + + % Save old alphas + alpha_i_old = alphas(i); + alpha_j_old = alphas(j); + + % Compute L and H by (10) or (11). + if (Y(i) == Y(j)), + L = max(0, alphas(j) + alphas(i) - C); + H = min(C, alphas(j) + alphas(i)); + else + L = max(0, alphas(j) - alphas(i)); + H = min(C, C + alphas(j) - alphas(i)); + end + + if (L == H), + % continue to next i. + continue; + end + + % Compute eta by (14). + eta = 2 * K(i,j) - K(i,i) - K(j,j); + if (eta >= 0), + % continue to next i. + continue; + end + + % Compute and clip new value for alpha j using (12) and (15). + alphas(j) = alphas(j) - (Y(j) * (E(i) - E(j))) / eta; + + % Clip + alphas(j) = min (H, alphas(j)); + alphas(j) = max (L, alphas(j)); + + % Check if change in alpha is significant + if (abs(alphas(j) - alpha_j_old) < tol), + % continue to next i. + % replace anyway + alphas(j) = alpha_j_old; + continue; + end + + % Determine value for alpha i using (16). + alphas(i) = alphas(i) + Y(i)*Y(j)*(alpha_j_old - alphas(j)); + + % Compute b1 and b2 using (17) and (18) respectively. + b1 = b - E(i) ... + - Y(i) * (alphas(i) - alpha_i_old) * K(i,j)' ... + - Y(j) * (alphas(j) - alpha_j_old) * K(i,j)'; + b2 = b - E(j) ... + - Y(i) * (alphas(i) - alpha_i_old) * K(i,j)' ... + - Y(j) * (alphas(j) - alpha_j_old) * K(j,j)'; + + % Compute b by (19). + if (0 < alphas(i) && alphas(i) < C), + b = b1; + elseif (0 < alphas(j) && alphas(j) < C), + b = b2; + else + b = (b1+b2)/2; + end + + num_changed_alphas = num_changed_alphas + 1; + + end + + end + + if (num_changed_alphas == 0), + passes = passes + 1; + else + passes = 0; + end + + fprintf('.'); + dots = dots + 1; + if dots > 78 + dots = 0; + fprintf('\n'); + end + if exist('OCTAVE_VERSION') + fflush(stdout); + end +end +fprintf(' Done! \n\n'); + +% Save the model +idx = alphas > 0; +model.X= X(idx,:); +model.y= Y(idx); +model.kernelFunction = kernelFunction; +model.b= b; +model.alphas= alphas(idx); +model.w = ((alphas.*Y)'*X)'; + +end diff --git a/mlclass-ex6/visualizeBoundary.m b/mlclass-ex6/visualizeBoundary.m new file mode 100644 index 0000000..b2020a7 --- /dev/null +++ b/mlclass-ex6/visualizeBoundary.m @@ -0,0 +1,24 @@ +function visualizeBoundary(X, y, model, varargin) +%VISUALIZEBOUNDARY plots a non-linear decision boundary learned by the SVM +% VISUALIZEBOUNDARYLINEAR(X, y, model) plots a non-linear decision +% boundary learned by the SVM and overlays the data on it + +% Plot the training data on top of the boundary +plotData(X, y) + +% Make classification predictions over a grid of values +x1plot = linspace(min(X(:,1)), max(X(:,1)), 100)'; +x2plot = linspace(min(X(:,2)), max(X(:,2)), 100)'; +[X1, X2] = meshgrid(x1plot, x2plot); +vals = zeros(size(X1)); +for i = 1:size(X1, 2) + this_X = [X1(:, i), X2(:, i)]; + vals(:, i) = svmPredict(model, this_X); +end + +% Plot the SVM boundary +hold on +contour(X1, X2, vals, [0 0], 'Color', 'b'); +hold off; + +end diff --git a/mlclass-ex6/visualizeBoundaryLinear.m b/mlclass-ex6/visualizeBoundaryLinear.m new file mode 100644 index 0000000..f17f5ca --- /dev/null +++ b/mlclass-ex6/visualizeBoundaryLinear.m @@ -0,0 +1,16 @@ +function visualizeBoundaryLinear(X, y, model) +%VISUALIZEBOUNDARYLINEAR plots a linear decision boundary learned by the +%SVM +% VISUALIZEBOUNDARYLINEAR(X, y, model) plots a linear decision boundary +% learned by the SVM and overlays the data on it + +w = model.w; +b = model.b; +xp = linspace(min(X(:,1)), max(X(:,1)), 100); +yp = - (w(1)*xp + b)/w(2); +plotData(X, y); +hold on; +plot(xp, yp, '-b'); +hold off + +end diff --git a/mlclass-ex6/vocab.txt b/mlclass-ex6/vocab.txt new file mode 100644 index 0000000..27f64a3 --- /dev/null +++ b/mlclass-ex6/vocab.txt @@ -0,0 +1,1899 @@ +1 aa +2 ab +3 abil +4 abl +5 about +6 abov +7 absolut +8 abus +9 ac +10 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