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===Semester 2, Week 9=== ====Jie Dong==== '''Progress and Status this week:''' # Hidden Markov model is implemented using Java, and the program produces a table containing probabilities information for some common trigrams from some texts input. The problem with it currently is because I am feeding all words appeared in texts into the program, there are few common trigrams among certain number of input texts. For example, I have tried with total 20 input texts from two authors, the number of trigram they do have in common is just one. In this case, I also set the program to allow part of these texts to have common trigram and others just put zero probabilities for these trigrams, the result is still not efficient. # Read through Tails trigram description and code, I found that he simplified the method and extracted the key specification by deleting the non key words. By testing his idea using Java code, I found it does extract a lot more information than mine, however a question also raised to me is that whether it would reduce the accuracy of classification since it changes original text to another. This simplification needs to be proved. # Produced result by extraction algorithm is fed into MATLAB SVM methods (svmtrain and svmclassify),it shows my extraction algorithm is not working properly. Sometimes, the predicted author for chosen texts are correct and sometimes are not. In term of SVM itself, it only supports classifying for two groups and multi-group classification produces error. In addition, they can only plot SVM structure for two dimensional data. Hence, more enhanced SVM toolboxes should be studied. '''Plan and Goals for next week:''' # GUI design # Test efficiency using different groups of input texts # Try another SVM toolbox from: http://asi.insa-rouen.fr/enseignants/~arakotom/toolbox/index.html ====Leng Tan==== '''Progress and Status this week:''' # A basic SVM code which receives a text file input is produced. # The SVM code will need 2 training data group and a number of test data group. # The standardize format for the input to SVM was decided by team members. # The input format will be in a MxN matrix where the first column will be the author and subsequent column is the data. (in my case, standard deviations) # Initial data uses 20 standard deviation columns. '''Plan and Goals for next week:''' # The SVM do predict the author wrongly and this need to be resolve. # Might be due to insufficient train data. # Further testing is required. # Might consider implementing GUI. # Need to have a meeting with supervisors on progress and GUI implementation (can combine together GUI of Java and Matlab?) ====Tien-en Phua==== '''Progress and Status this week:''' # Research for statistical software for obtaining the covariance of data [http://www.statgraphics.com/ StatGraphics] # Download and installed a choose software and attempts to operate the program # Research on a book discussing the possible author of Hebrews [http://orders.koorong.com/search/product/view.jhtml?code=9780805447149 Nacsbt: Lukan Authorship Of Hebrews] '''Plan and Goals for next week:''' # Obtain the covariance of the data # Check to see if data extraction algorithm produce similar results as Talis # Produce code to "chop" all text file to a specific length for analysis # Input data to SVM and observe the outcome # Combine functions for analysis
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