Wednesday, December 9, 2020

Intra-topic clustering for social media ?

    With the social media platforms leading the internet in terms of user base and the average time spent, a significant amount of data is being generated by these platforms every day. This makes social media platforms a go-to place to understand the reviews, trends, and opinions of the people. 
    

    Any regular search for a popular topic would result in an abundance of information and thus it is impossible to go through these large amounts of data manually to understand the trends. This thesis discusses techniques for the intra-topic clustering of such social media data and discusses how social media noise increases the redundancy of the search results. 


    Our goal is to filter the amount of redundant information an end-user must review from a regular social media search. The research proposes clustering models based on two string similarity measures Jaccard word token and TInformation distance. Evaluation parameters are introduced and the models are evaluated by clustering a set of current and historical topics to determine which techniques are the most effective.

Full thesis text here: Uttej's thesis 
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Location: India

Wednesday, May 9, 2018

Machine Learning model for MNIST data-set using Matlab

MNIST data set - http://yann.lecun.com/exdb/mnist/
MNIST data set in .csv - https://pjreddie.com/projects/mnist-in-csv/


Please refer to the below video for more details and implementation.



Matlab Documentation:

function [trainedClassifier, validationAccuracy] = trainClassifier(trainingData)

% [trainedClassifier, validationAccuracy] = trainClassifier(trainingData)
% returns a trained classifier and its accuracy. This code recreates the
% classification model trained in Classification Learner app. Use the
% generated code to automate training the same model with new data, or to
% learn how to programmatically train models.
%
%  Input:
%      trainingData: a table containing the same predictor and response
%       columns as imported into the app.
%
%  Output:
%      trainedClassifier: a struct containing the trained classifier. The
%       struct contains various fields with information about the trained
%       classifier.
%
%      trainedClassifier.predictFcn: a function to make predictions on new
%       data.
%
%      validationAccuracy: a double containing the accuracy in percent. In
%       the app, the History list displays this overall accuracy score for
%       each model.
%
% Use the code to train the model with new data. To retrain your
% classifier, call the function from the command line with your original
% data or new data as the input argument trainingData.
%
% For example, to retrain a classifier trained with the original data set
% T, enter:
%   [trainedClassifier, validationAccuracy] = trainClassifier(T)
%
% To make predictions with the returned 'trainedClassifier' on new data T2,
% use
%   yfit = trainedClassifier.predictFcn(T2)
%
% T2 must be a table containing at least the same predictor columns as used
% during training. For details, enter:
%   trainedClassifier.HowToPredict

% Auto-generated by MATLAB on 09-May-2018 17:27:31


% Extract predictors and response
% This code processes the data into the right shape for training the
% model.
inputTable = trainingData;
predictorNames = {'VarName2', 'VarName3', 'VarName4', 'VarName5', 'VarName6', 'VarName7', 'VarName8', 'VarName9', 'VarName10', 'VarName11', 'VarName12', 'VarName13', 'VarName14', 'VarName15', 'VarName16', 'VarName17', 'VarName18', 'VarName19', 'VarName20', 'VarName21', 'VarName22', 'VarName23', 'VarName24', 'VarName25', 'VarName26', 'VarName27', 'VarName28', 'VarName29', 'VarName30', 'VarName31', 'VarName32', 'VarName33', 'VarName34', 'VarName35', 'VarName36', 'VarName37', 'VarName38', 'VarName39', 'VarName40', 'VarName41', 'VarName42', 'VarName43', 'VarName44', 'VarName45', 'VarName46', 'VarName47', 'VarName48', 'VarName49', 'VarName50', 'VarName51', 'VarName52', 'VarName53', 'VarName54', 'VarName55', 'VarName56', 'VarName57', 'VarName58', 'VarName59', 'VarName60', 'VarName61', 'VarName62', 'VarName63', 'VarName64', 'VarName65', 'VarName66', 'VarName67', 'VarName68', 'VarName69', 'VarName70', 'VarName71', 'VarName72', 'VarName73', 'VarName74', 'VarName75', 'VarName76', 'VarName77', 'VarName78', 'VarName79', 'VarName80', 'VarName81', 'VarName82', 'VarName83', 'VarName84', 'VarName85', 'VarName86', 'VarName87', 'VarName88', 'VarName89', 'VarName90', 'VarName91', 'VarName92', 'VarName93', 'VarName94', 'VarName95', 'VarName96', 'VarName97', 'VarName98', 'VarName99', 'VarName100', 'VarName101', 'VarName102', 'VarName103', 'VarName104', 'VarName105', 'VarName106', 'VarName107', 'VarName108', 'VarName109', 'VarName110', 'VarName111', 'VarName112', 'VarName113', 'VarName114', 'VarName115', 'VarName116', 'VarName117', 'VarName118', 'VarName119', 'VarName120', 'VarName121', 'VarName122', 'VarName123', 'VarName124', 'VarName125', 'VarName126', 'VarName127', 'VarName128', 'VarName129', 'VarName130', 'VarName131', 'VarName132', 'VarName133', 'VarName134', 'VarName135', 'VarName136', 'VarName137', 'VarName138', 'VarName139', 'VarName140', 'VarName141', 'VarName142', 'VarName143', 'VarName144', 'VarName145', 'VarName146', 'VarName147', 'VarName148', 'VarName149', 'VarName150', 'VarName151', 'VarName152', 'VarName153', 'VarName154', 'VarName155', 'VarName156', 'VarName157', 'VarName158', 'VarName159', 'VarName160', 'VarName161', 'VarName162', 'VarName163', 'VarName164', 'VarName165', 'VarName166', 'VarName167', 'VarName168', 'VarName169', 'VarName170', 'VarName171', 'VarName172', 'VarName173', 'VarName174', 'VarName175', 'VarName176', 'VarName177', 'VarName178', 'VarName179', 'VarName180', 'VarName181', 'VarName182', 'VarName183', 'VarName184', 'VarName185', 'VarName186', 'VarName187', 'VarName188', 'VarName189', 'VarName190', 'VarName191', 'VarName192', 'VarName193', 'VarName194', 'VarName195', 'VarName196', 'VarName197', 'VarName198', 'VarName199', 'VarName200', 'VarName201', 'VarName202', 'VarName203', 'VarName204', 'VarName205', 'VarName206', 'VarName207', 'VarName208', 'VarName209', 'VarName210', 'VarName211', 'VarName212', 'VarName213', 'VarName214', 'VarName215', 'VarName216', 'VarName217', 'VarName218', 'VarName219', 'VarName220', 'VarName221', 'VarName222', 'VarName223', 'VarName224', 'VarName225', 'VarName226', 'VarName227', 'VarName228', 'VarName229', 'VarName230', 'VarName231', 'VarName232', 'VarName233', 'VarName234', 'VarName235', 'VarName236', 'VarName237', 'VarName238', 'VarName239', 'VarName240', 'VarName241', 'VarName242', 'VarName243', 'VarName244', 'VarName245', 'VarName246', 'VarName247', 'VarName248', 'VarName249', 'VarName250', 'VarName251', 'VarName252', 'VarName253', 'VarName254', 'VarName255', 'VarName256', 'VarName257', 'VarName258', 'VarName259', 'VarName260', 'VarName261', 'VarName262', 'VarName263', 'VarName264', 'VarName265', 'VarName266', 'VarName267', 'VarName268', 'VarName269', 'VarName270', 'VarName271', 'VarName272', 'VarName273', 'VarName274', 'VarName275', 'VarName276', 'VarName277', 'VarName278', 'VarName279', 'VarName280', 'VarName281', 'VarName282', 'VarName283', 'VarName284', 'VarName285', 'VarName286', 'VarName287', 'VarName288', 'VarName289', 'VarName290', 'VarName291', 'VarName292', 'VarName293', 'VarName294', 'VarName295', 'VarName296', 'VarName297', 'VarName298', 'VarName299', 'VarName300', 'VarName301', 'VarName302', 'VarName303', 'VarName304', 'VarName305', 'VarName306', 'VarName307', 'VarName308', 'VarName309', 'VarName310', 'VarName311', 'VarName312', 'VarName313', 'VarName314', 'VarName315', 'VarName316', 'VarName317', 'VarName318', 'VarName319', 'VarName320', 'VarName321', 'VarName322', 'VarName323', 'VarName324', 'VarName325', 'VarName326', 'VarName327', 'VarName328', 'VarName329', 'VarName330', 'VarName331', 'VarName332', 'VarName333', 'VarName334', 'VarName335', 'VarName336', 'VarName337', 'VarName338', 'VarName339', 'VarName340', 'VarName341', 'VarName342', 'VarName343', 'VarName344', 'VarName345', 'VarName346', 'VarName347', 'VarName348', 'VarName349', 'VarName350', 'VarName351', 'VarName352', 'VarName353', 'VarName354', 'VarName355', 'VarName356', 'VarName357', 'VarName358', 'VarName359', 'VarName360', 'VarName361', 'VarName362', 'VarName363', 'VarName364', 'VarName365', 'VarName366', 'VarName367', 'VarName368', 'VarName369', 'VarName370', 'VarName371', 'VarName372', 'VarName373', 'VarName374', 'VarName375', 'VarName376', 'VarName377', 'VarName378', 'VarName379', 'VarName380', 'VarName381', 'VarName382', 'VarName383', 'VarName384', 'VarName385', 'VarName386', 'VarName387', 'VarName388', 'VarName389', 'VarName390', 'VarName391', 'VarName392', 'VarName393', 'VarName394', 'VarName395', 'VarName396', 'VarName397', 'VarName398', 'VarName399', 'VarName400', 'VarName401', 'VarName402', 'VarName403', 'VarName404', 'VarName405', 'VarName406', 'VarName407', 'VarName408', 'VarName409', 'VarName410', 'VarName411', 'VarName412', 'VarName413', 'VarName414', 'VarName415', 'VarName416', 'VarName417', 'VarName418', 'VarName419', 'VarName420', 'VarName421', 'VarName422', 'VarName423', 'VarName424', 'VarName425', 'VarName426', 'VarName427', 'VarName428', 'VarName429', 'VarName430', 'VarName431', 'VarName432', 'VarName433', 'VarName434', 'VarName435', 'VarName436', 'VarName437', 'VarName438', 'VarName439', 'VarName440', 'VarName441', 'VarName442', 'VarName443', 'VarName444', 'VarName445', 'VarName446', 'VarName447', 'VarName448', 'VarName449', 'VarName450', 'VarName451', 'VarName452', 'VarName453', 'VarName454', 'VarName455', 'VarName456', 'VarName457', 'VarName458', 'VarName459', 'VarName460', 'VarName461', 'VarName462', 'VarName463', 'VarName464', 'VarName465', 'VarName466', 'VarName467', 'VarName468', 'VarName469', 'VarName470', 'VarName471', 'VarName472', 'VarName473', 'VarName474', 'VarName475', 'VarName476', 'VarName477', 'VarName478', 'VarName479', 'VarName480', 'VarName481', 'VarName482', 'VarName483', 'VarName484', 'VarName485', 'VarName486', 'VarName487', 'VarName488', 'VarName489', 'VarName490', 'VarName491', 'VarName492', 'VarName493', 'VarName494', 'VarName495', 'VarName496', 'VarName497', 'VarName498', 'VarName499', 'VarName500', 'VarName501', 'VarName502', 'VarName503', 'VarName504', 'VarName505', 'VarName506', 'VarName507', 'VarName508', 'VarName509', 'VarName510', 'VarName511', 'VarName512', 'VarName513', 'VarName514', 'VarName515', 'VarName516', 'VarName517', 'VarName518', 'VarName519', 'VarName520', 'VarName521', 'VarName522', 'VarName523', 'VarName524', 'VarName525', 'VarName526', 'VarName527', 'VarName528', 'VarName529', 'VarName530', 'VarName531', 'VarName532', 'VarName533', 'VarName534', 'VarName535', 'VarName536', 'VarName537', 'VarName538', 'VarName539', 'VarName540', 'VarName541', 'VarName542', 'VarName543', 'VarName544', 'VarName545', 'VarName546', 'VarName547', 'VarName548', 'VarName549', 'VarName550', 'VarName551', 'VarName552', 'VarName553', 'VarName554', 'VarName555', 'VarName556', 'VarName557', 'VarName558', 'VarName559', 'VarName560', 'VarName561', 'VarName562', 'VarName563', 'VarName564', 'VarName565', 'VarName566', 'VarName567', 'VarName568', 'VarName569', 'VarName570', 'VarName571', 'VarName572', 'VarName573', 'VarName574', 'VarName575', 'VarName576', 'VarName577', 'VarName578', 'VarName579', 'VarName580', 'VarName581', 'VarName582', 'VarName583', 'VarName584', 'VarName585', 'VarName586', 'VarName587', 'VarName588', 'VarName589', 'VarName590', 'VarName591', 'VarName592', 'VarName593', 'VarName594', 'VarName595', 'VarName596', 'VarName597', 'VarName598', 'VarName599', 'VarName600', 'VarName601', 'VarName602', 'VarName603', 'VarName604', 'VarName605', 'VarName606', 'VarName607', 'VarName608', 'VarName609', 'VarName610', 'VarName611', 'VarName612', 'VarName613', 'VarName614', 'VarName615', 'VarName616', 'VarName617', 'VarName618', 'VarName619', 'VarName620', 'VarName621', 'VarName622', 'VarName623', 'VarName624', 'VarName625', 'VarName626', 'VarName627', 'VarName628', 'VarName629', 'VarName630', 'VarName631', 'VarName632', 'VarName633', 'VarName634', 'VarName635', 'VarName636', 'VarName637', 'VarName638', 'VarName639', 'VarName640', 'VarName641', 'VarName642', 'VarName643', 'VarName644', 'VarName645', 'VarName646', 'VarName647', 'VarName648', 'VarName649', 'VarName650', 'VarName651', 'VarName652', 'VarName653', 'VarName654', 'VarName655', 'VarName656', 'VarName657', 'VarName658', 'VarName659', 'VarName660', 'VarName661', 'VarName662', 'VarName663', 'VarName664', 'VarName665', 'VarName666', 'VarName667', 'VarName668', 'VarName669', 'VarName670', 'VarName671', 'VarName672', 'VarName673', 'VarName674', 'VarName675', 'VarName676', 'VarName677', 'VarName678', 'VarName679', 'VarName680', 'VarName681', 'VarName682', 'VarName683', 'VarName684', 'VarName685', 'VarName686', 'VarName687', 'VarName688', 'VarName689', 'VarName690', 'VarName691', 'VarName692', 'VarName693', 'VarName694', 'VarName695', 'VarName696', 'VarName697', 'VarName698', 'VarName699', 'VarName700', 'VarName701', 'VarName702', 'VarName703', 'VarName704', 'VarName705', 'VarName706', 'VarName707', 'VarName708', 'VarName709', 'VarName710', 'VarName711', 'VarName712', 'VarName713', 'VarName714', 'VarName715', 'VarName716', 'VarName717', 'VarName718', 'VarName719', 'VarName720', 'VarName721', 'VarName722', 'VarName723', 'VarName724', 'VarName725', 'VarName726', 'VarName727', 'VarName728', 'VarName729', 'VarName730', 'VarName731', 'VarName732', 'VarName733', 'VarName734', 'VarName735', 'VarName736', 'VarName737', 'VarName738', 'VarName739', 'VarName740', 'VarName741', 'VarName742', 'VarName743', 'VarName744', 'VarName745', 'VarName746', 'VarName747', 'VarName748', 'VarName749', 'VarName750', 'VarName751', 'VarName752', 'VarName753', 'VarName754', 'VarName755', 'VarName756', 'VarName757', 'VarName758', 'VarName759', 'VarName760', 'VarName761', 'VarName762', 'VarName763', 'VarName764', 'VarName765', 'VarName766', 'VarName767', 'VarName768', 'VarName769', 'VarName770', 'VarName771', 'VarName772', 'VarName773', 'VarName774', 'VarName775', 'VarName776', 'VarName777', 'VarName778', 'VarName779', 'VarName780', 'VarName781', 'VarName782', 'VarName783', 'VarName784', 'VarName785'};
predictors = inputTable(:, predictorNames);
response = inputTable.VarName1;
isCategoricalPredictor = [false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false];

% Train a classifier
% This code specifies all the classifier options and trains the classifier.
classificationTree = fitctree(...
    predictors, ...
    response, ...
    'SplitCriterion', 'gdi', ...
    'MaxNumSplits', 100, ...
    'Surrogate', 'off', ...
    'ClassNames', [0; 1; 2; 3; 4; 5; 6; 7; 8; 9]);

% Create the result struct with predict function
predictorExtractionFcn = @(t) t(:, predictorNames);
treePredictFcn = @(x) predict(classificationTree, x);
trainedClassifier.predictFcn = @(x) treePredictFcn(predictorExtractionFcn(x));

% Add additional fields to the result struct
trainedClassifier.RequiredVariables = {'VarName2', 'VarName3', 'VarName4', 'VarName5', 'VarName6', 'VarName7', 'VarName8', 'VarName9', 'VarName10', 'VarName11', 'VarName12', 'VarName13', 'VarName14', 'VarName15', 'VarName16', 'VarName17', 'VarName18', 'VarName19', 'VarName20', 'VarName21', 'VarName22', 'VarName23', 'VarName24', 'VarName25', 'VarName26', 'VarName27', 'VarName28', 'VarName29', 'VarName30', 'VarName31', 'VarName32', 'VarName33', 'VarName34', 'VarName35', 'VarName36', 'VarName37', 'VarName38', 'VarName39', 'VarName40', 'VarName41', 'VarName42', 'VarName43', 'VarName44', 'VarName45', 'VarName46', 'VarName47', 'VarName48', 'VarName49', 'VarName50', 'VarName51', 'VarName52', 'VarName53', 'VarName54', 'VarName55', 'VarName56', 'VarName57', 'VarName58', 'VarName59', 'VarName60', 'VarName61', 'VarName62', 'VarName63', 'VarName64', 'VarName65', 'VarName66', 'VarName67', 'VarName68', 'VarName69', 'VarName70', 'VarName71', 'VarName72', 'VarName73', 'VarName74', 'VarName75', 'VarName76', 'VarName77', 'VarName78', 'VarName79', 'VarName80', 'VarName81', 'VarName82', 'VarName83', 'VarName84', 'VarName85', 'VarName86', 'VarName87', 'VarName88', 'VarName89', 'VarName90', 'VarName91', 'VarName92', 'VarName93', 'VarName94', 'VarName95', 'VarName96', 'VarName97', 'VarName98', 'VarName99', 'VarName100', 'VarName101', 'VarName102', 'VarName103', 'VarName104', 'VarName105', 'VarName106', 'VarName107', 'VarName108', 'VarName109', 'VarName110', 'VarName111', 'VarName112', 'VarName113', 'VarName114', 'VarName115', 'VarName116', 'VarName117', 'VarName118', 'VarName119', 'VarName120', 'VarName121', 'VarName122', 'VarName123', 'VarName124', 'VarName125', 'VarName126', 'VarName127', 'VarName128', 'VarName129', 'VarName130', 'VarName131', 'VarName132', 'VarName133', 'VarName134', 'VarName135', 'VarName136', 'VarName137', 'VarName138', 'VarName139', 'VarName140', 'VarName141', 'VarName142', 'VarName143', 'VarName144', 'VarName145', 'VarName146', 'VarName147', 'VarName148', 'VarName149', 'VarName150', 'VarName151', 'VarName152', 'VarName153', 'VarName154', 'VarName155', 'VarName156', 'VarName157', 'VarName158', 'VarName159', 'VarName160', 'VarName161', 'VarName162', 'VarName163', 'VarName164', 'VarName165', 'VarName166', 'VarName167', 'VarName168', 'VarName169', 'VarName170', 'VarName171', 'VarName172', 'VarName173', 'VarName174', 'VarName175', 'VarName176', 'VarName177', 'VarName178', 'VarName179', 'VarName180', 'VarName181', 'VarName182', 'VarName183', 'VarName184', 'VarName185', 'VarName186', 'VarName187', 'VarName188', 'VarName189', 'VarName190', 'VarName191', 'VarName192', 'VarName193', 'VarName194', 'VarName195', 'VarName196', 'VarName197', 'VarName198', 'VarName199', 'VarName200', 'VarName201', 'VarName202', 'VarName203', 'VarName204', 'VarName205', 'VarName206', 'VarName207', 'VarName208', 'VarName209', 'VarName210', 'VarName211', 'VarName212', 'VarName213', 'VarName214', 'VarName215', 'VarName216', 'VarName217', 'VarName218', 'VarName219', 'VarName220', 'VarName221', 'VarName222', 'VarName223', 'VarName224', 'VarName225', 'VarName226', 'VarName227', 'VarName228', 'VarName229', 'VarName230', 'VarName231', 'VarName232', 'VarName233', 'VarName234', 'VarName235', 'VarName236', 'VarName237', 'VarName238', 'VarName239', 'VarName240', 'VarName241', 'VarName242', 'VarName243', 'VarName244', 'VarName245', 'VarName246', 'VarName247', 'VarName248', 'VarName249', 'VarName250', 'VarName251', 'VarName252', 'VarName253', 'VarName254', 'VarName255', 'VarName256', 'VarName257', 'VarName258', 'VarName259', 'VarName260', 'VarName261', 'VarName262', 'VarName263', 'VarName264', 'VarName265', 'VarName266', 'VarName267', 'VarName268', 'VarName269', 'VarName270', 'VarName271', 'VarName272', 'VarName273', 'VarName274', 'VarName275', 'VarName276', 'VarName277', 'VarName278', 'VarName279', 'VarName280', 'VarName281', 'VarName282', 'VarName283', 'VarName284', 'VarName285', 'VarName286', 'VarName287', 'VarName288', 'VarName289', 'VarName290', 'VarName291', 'VarName292', 'VarName293', 'VarName294', 'VarName295', 'VarName296', 'VarName297', 'VarName298', 'VarName299', 'VarName300', 'VarName301', 'VarName302', 'VarName303', 'VarName304', 'VarName305', 'VarName306', 'VarName307', 'VarName308', 'VarName309', 'VarName310', 'VarName311', 'VarName312', 'VarName313', 'VarName314', 'VarName315', 'VarName316', 'VarName317', 'VarName318', 'VarName319', 'VarName320', 'VarName321', 'VarName322', 'VarName323', 'VarName324', 'VarName325', 'VarName326', 'VarName327', 'VarName328', 'VarName329', 'VarName330', 'VarName331', 'VarName332', 'VarName333', 'VarName334', 'VarName335', 'VarName336', 'VarName337', 'VarName338', 'VarName339', 'VarName340', 'VarName341', 'VarName342', 'VarName343', 'VarName344', 'VarName345', 'VarName346', 'VarName347', 'VarName348', 'VarName349', 'VarName350', 'VarName351', 'VarName352', 'VarName353', 'VarName354', 'VarName355', 'VarName356', 'VarName357', 'VarName358', 'VarName359', 'VarName360', 'VarName361', 'VarName362', 'VarName363', 'VarName364', 'VarName365', 'VarName366', 'VarName367', 'VarName368', 'VarName369', 'VarName370', 'VarName371', 'VarName372', 'VarName373', 'VarName374', 'VarName375', 'VarName376', 'VarName377', 'VarName378', 'VarName379', 'VarName380', 'VarName381', 'VarName382', 'VarName383', 'VarName384', 'VarName385', 'VarName386', 'VarName387', 'VarName388', 'VarName389', 'VarName390', 'VarName391', 'VarName392', 'VarName393', 'VarName394', 'VarName395', 'VarName396', 'VarName397', 'VarName398', 'VarName399', 'VarName400', 'VarName401', 'VarName402', 'VarName403', 'VarName404', 'VarName405', 'VarName406', 'VarName407', 'VarName408', 'VarName409', 'VarName410', 'VarName411', 'VarName412', 'VarName413', 'VarName414', 'VarName415', 'VarName416', 'VarName417', 'VarName418', 'VarName419', 'VarName420', 'VarName421', 'VarName422', 'VarName423', 'VarName424', 'VarName425', 'VarName426', 'VarName427', 'VarName428', 'VarName429', 'VarName430', 'VarName431', 'VarName432', 'VarName433', 'VarName434', 'VarName435', 'VarName436', 'VarName437', 'VarName438', 'VarName439', 'VarName440', 'VarName441', 'VarName442', 'VarName443', 'VarName444', 'VarName445', 'VarName446', 'VarName447', 'VarName448', 'VarName449', 'VarName450', 'VarName451', 'VarName452', 'VarName453', 'VarName454', 'VarName455', 'VarName456', 'VarName457', 'VarName458', 'VarName459', 'VarName460', 'VarName461', 'VarName462', 'VarName463', 'VarName464', 'VarName465', 'VarName466', 'VarName467', 'VarName468', 'VarName469', 'VarName470', 'VarName471', 'VarName472', 'VarName473', 'VarName474', 'VarName475', 'VarName476', 'VarName477', 'VarName478', 'VarName479', 'VarName480', 'VarName481', 'VarName482', 'VarName483', 'VarName484', 'VarName485', 'VarName486', 'VarName487', 'VarName488', 'VarName489', 'VarName490', 'VarName491', 'VarName492', 'VarName493', 'VarName494', 'VarName495', 'VarName496', 'VarName497', 'VarName498', 'VarName499', 'VarName500', 'VarName501', 'VarName502', 'VarName503', 'VarName504', 'VarName505', 'VarName506', 'VarName507', 'VarName508', 'VarName509', 'VarName510', 'VarName511', 'VarName512', 'VarName513', 'VarName514', 'VarName515', 'VarName516', 'VarName517', 'VarName518', 'VarName519', 'VarName520', 'VarName521', 'VarName522', 'VarName523', 'VarName524', 'VarName525', 'VarName526', 'VarName527', 'VarName528', 'VarName529', 'VarName530', 'VarName531', 'VarName532', 'VarName533', 'VarName534', 'VarName535', 'VarName536', 'VarName537', 'VarName538', 'VarName539', 'VarName540', 'VarName541', 'VarName542', 'VarName543', 'VarName544', 'VarName545', 'VarName546', 'VarName547', 'VarName548', 'VarName549', 'VarName550', 'VarName551', 'VarName552', 'VarName553', 'VarName554', 'VarName555', 'VarName556', 'VarName557', 'VarName558', 'VarName559', 'VarName560', 'VarName561', 'VarName562', 'VarName563', 'VarName564', 'VarName565', 'VarName566', 'VarName567', 'VarName568', 'VarName569', 'VarName570', 'VarName571', 'VarName572', 'VarName573', 'VarName574', 'VarName575', 'VarName576', 'VarName577', 'VarName578', 'VarName579', 'VarName580', 'VarName581', 'VarName582', 'VarName583', 'VarName584', 'VarName585', 'VarName586', 'VarName587', 'VarName588', 'VarName589', 'VarName590', 'VarName591', 'VarName592', 'VarName593', 'VarName594', 'VarName595', 'VarName596', 'VarName597', 'VarName598', 'VarName599', 'VarName600', 'VarName601', 'VarName602', 'VarName603', 'VarName604', 'VarName605', 'VarName606', 'VarName607', 'VarName608', 'VarName609', 'VarName610', 'VarName611', 'VarName612', 'VarName613', 'VarName614', 'VarName615', 'VarName616', 'VarName617', 'VarName618', 'VarName619', 'VarName620', 'VarName621', 'VarName622', 'VarName623', 'VarName624', 'VarName625', 'VarName626', 'VarName627', 'VarName628', 'VarName629', 'VarName630', 'VarName631', 'VarName632', 'VarName633', 'VarName634', 'VarName635', 'VarName636', 'VarName637', 'VarName638', 'VarName639', 'VarName640', 'VarName641', 'VarName642', 'VarName643', 'VarName644', 'VarName645', 'VarName646', 'VarName647', 'VarName648', 'VarName649', 'VarName650', 'VarName651', 'VarName652', 'VarName653', 'VarName654', 'VarName655', 'VarName656', 'VarName657', 'VarName658', 'VarName659', 'VarName660', 'VarName661', 'VarName662', 'VarName663', 'VarName664', 'VarName665', 'VarName666', 'VarName667', 'VarName668', 'VarName669', 'VarName670', 'VarName671', 'VarName672', 'VarName673', 'VarName674', 'VarName675', 'VarName676', 'VarName677', 'VarName678', 'VarName679', 'VarName680', 'VarName681', 'VarName682', 'VarName683', 'VarName684', 'VarName685', 'VarName686', 'VarName687', 'VarName688', 'VarName689', 'VarName690', 'VarName691', 'VarName692', 'VarName693', 'VarName694', 'VarName695', 'VarName696', 'VarName697', 'VarName698', 'VarName699', 'VarName700', 'VarName701', 'VarName702', 'VarName703', 'VarName704', 'VarName705', 'VarName706', 'VarName707', 'VarName708', 'VarName709', 'VarName710', 'VarName711', 'VarName712', 'VarName713', 'VarName714', 'VarName715', 'VarName716', 'VarName717', 'VarName718', 'VarName719', 'VarName720', 'VarName721', 'VarName722', 'VarName723', 'VarName724', 'VarName725', 'VarName726', 'VarName727', 'VarName728', 'VarName729', 'VarName730', 'VarName731', 'VarName732', 'VarName733', 'VarName734', 'VarName735', 'VarName736', 'VarName737', 'VarName738', 'VarName739', 'VarName740', 'VarName741', 'VarName742', 'VarName743', 'VarName744', 'VarName745', 'VarName746', 'VarName747', 'VarName748', 'VarName749', 'VarName750', 'VarName751', 'VarName752', 'VarName753', 'VarName754', 'VarName755', 'VarName756', 'VarName757', 'VarName758', 'VarName759', 'VarName760', 'VarName761', 'VarName762', 'VarName763', 'VarName764', 'VarName765', 'VarName766', 'VarName767', 'VarName768', 'VarName769', 'VarName770', 'VarName771', 'VarName772', 'VarName773', 'VarName774', 'VarName775', 'VarName776', 'VarName777', 'VarName778', 'VarName779', 'VarName780', 'VarName781', 'VarName782', 'VarName783', 'VarName784', 'VarName785'};
trainedClassifier.ClassificationTree = classificationTree;
trainedClassifier.About = 'This struct is a trained model exported from Classification Learner R2017b.';
trainedClassifier.HowToPredict = sprintf('To make predictions on a new table, T, use: \n  yfit = c.predictFcn(T) \nreplacing ''c'' with the name of the variable that is this struct, e.g. ''trainedModel''. \n \nThe table, T, must contain the variables returned by: \n  c.RequiredVariables \nVariable formats (e.g. matrix/vector, datatype) must match the original training data. \nAdditional variables are ignored. \n \nFor more information, see How to predict using an exported model.');

% Extract predictors and response
% This code processes the data into the right shape for training the
% model.
inputTable = trainingData;
predictorNames = {'VarName2', 'VarName3', 'VarName4', 'VarName5', 'VarName6', 'VarName7', 'VarName8', 'VarName9', 'VarName10', 'VarName11', 'VarName12', 'VarName13', 'VarName14', 'VarName15', 'VarName16', 'VarName17', 'VarName18', 'VarName19', 'VarName20', 'VarName21', 'VarName22', 'VarName23', 'VarName24', 'VarName25', 'VarName26', 'VarName27', 'VarName28', 'VarName29', 'VarName30', 'VarName31', 'VarName32', 'VarName33', 'VarName34', 'VarName35', 'VarName36', 'VarName37', 'VarName38', 'VarName39', 'VarName40', 'VarName41', 'VarName42', 'VarName43', 'VarName44', 'VarName45', 'VarName46', 'VarName47', 'VarName48', 'VarName49', 'VarName50', 'VarName51', 'VarName52', 'VarName53', 'VarName54', 'VarName55', 'VarName56', 'VarName57', 'VarName58', 'VarName59', 'VarName60', 'VarName61', 'VarName62', 'VarName63', 'VarName64', 'VarName65', 'VarName66', 'VarName67', 'VarName68', 'VarName69', 'VarName70', 'VarName71', 'VarName72', 'VarName73', 'VarName74', 'VarName75', 'VarName76', 'VarName77', 'VarName78', 'VarName79', 'VarName80', 'VarName81', 'VarName82', 'VarName83', 'VarName84', 'VarName85', 'VarName86', 'VarName87', 'VarName88', 'VarName89', 'VarName90', 'VarName91', 'VarName92', 'VarName93', 'VarName94', 'VarName95', 'VarName96', 'VarName97', 'VarName98', 'VarName99', 'VarName100', 'VarName101', 'VarName102', 'VarName103', 'VarName104', 'VarName105', 'VarName106', 'VarName107', 'VarName108', 'VarName109', 'VarName110', 'VarName111', 'VarName112', 'VarName113', 'VarName114', 'VarName115', 'VarName116', 'VarName117', 'VarName118', 'VarName119', 'VarName120', 'VarName121', 'VarName122', 'VarName123', 'VarName124', 'VarName125', 'VarName126', 'VarName127', 'VarName128', 'VarName129', 'VarName130', 'VarName131', 'VarName132', 'VarName133', 'VarName134', 'VarName135', 'VarName136', 'VarName137', 'VarName138', 'VarName139', 'VarName140', 'VarName141', 'VarName142', 'VarName143', 'VarName144', 'VarName145', 'VarName146', 'VarName147', 'VarName148', 'VarName149', 'VarName150', 'VarName151', 'VarName152', 'VarName153', 'VarName154', 'VarName155', 'VarName156', 'VarName157', 'VarName158', 'VarName159', 'VarName160', 'VarName161', 'VarName162', 'VarName163', 'VarName164', 'VarName165', 'VarName166', 'VarName167', 'VarName168', 'VarName169', 'VarName170', 'VarName171', 'VarName172', 'VarName173', 'VarName174', 'VarName175', 'VarName176', 'VarName177', 'VarName178', 'VarName179', 'VarName180', 'VarName181', 'VarName182', 'VarName183', 'VarName184', 'VarName185', 'VarName186', 'VarName187', 'VarName188', 'VarName189', 'VarName190', 'VarName191', 'VarName192', 'VarName193', 'VarName194', 'VarName195', 'VarName196', 'VarName197', 'VarName198', 'VarName199', 'VarName200', 'VarName201', 'VarName202', 'VarName203', 'VarName204', 'VarName205', 'VarName206', 'VarName207', 'VarName208', 'VarName209', 'VarName210', 'VarName211', 'VarName212', 'VarName213', 'VarName214', 'VarName215', 'VarName216', 'VarName217', 'VarName218', 'VarName219', 'VarName220', 'VarName221', 'VarName222', 'VarName223', 'VarName224', 'VarName225', 'VarName226', 'VarName227', 'VarName228', 'VarName229', 'VarName230', 'VarName231', 'VarName232', 'VarName233', 'VarName234', 'VarName235', 'VarName236', 'VarName237', 'VarName238', 'VarName239', 'VarName240', 'VarName241', 'VarName242', 'VarName243', 'VarName244', 'VarName245', 'VarName246', 'VarName247', 'VarName248', 'VarName249', 'VarName250', 'VarName251', 'VarName252', 'VarName253', 'VarName254', 'VarName255', 'VarName256', 'VarName257', 'VarName258', 'VarName259', 'VarName260', 'VarName261', 'VarName262', 'VarName263', 'VarName264', 'VarName265', 'VarName266', 'VarName267', 'VarName268', 'VarName269', 'VarName270', 'VarName271', 'VarName272', 'VarName273', 'VarName274', 'VarName275', 'VarName276', 'VarName277', 'VarName278', 'VarName279', 'VarName280', 'VarName281', 'VarName282', 'VarName283', 'VarName284', 'VarName285', 'VarName286', 'VarName287', 'VarName288', 'VarName289', 'VarName290', 'VarName291', 'VarName292', 'VarName293', 'VarName294', 'VarName295', 'VarName296', 'VarName297', 'VarName298', 'VarName299', 'VarName300', 'VarName301', 'VarName302', 'VarName303', 'VarName304', 'VarName305', 'VarName306', 'VarName307', 'VarName308', 'VarName309', 'VarName310', 'VarName311', 'VarName312', 'VarName313', 'VarName314', 'VarName315', 'VarName316', 'VarName317', 'VarName318', 'VarName319', 'VarName320', 'VarName321', 'VarName322', 'VarName323', 'VarName324', 'VarName325', 'VarName326', 'VarName327', 'VarName328', 'VarName329', 'VarName330', 'VarName331', 'VarName332', 'VarName333', 'VarName334', 'VarName335', 'VarName336', 'VarName337', 'VarName338', 'VarName339', 'VarName340', 'VarName341', 'VarName342', 'VarName343', 'VarName344', 'VarName345', 'VarName346', 'VarName347', 'VarName348', 'VarName349', 'VarName350', 'VarName351', 'VarName352', 'VarName353', 'VarName354', 'VarName355', 'VarName356', 'VarName357', 'VarName358', 'VarName359', 'VarName360', 'VarName361', 'VarName362', 'VarName363', 'VarName364', 'VarName365', 'VarName366', 'VarName367', 'VarName368', 'VarName369', 'VarName370', 'VarName371', 'VarName372', 'VarName373', 'VarName374', 'VarName375', 'VarName376', 'VarName377', 'VarName378', 'VarName379', 'VarName380', 'VarName381', 'VarName382', 'VarName383', 'VarName384', 'VarName385', 'VarName386', 'VarName387', 'VarName388', 'VarName389', 'VarName390', 'VarName391', 'VarName392', 'VarName393', 'VarName394', 'VarName395', 'VarName396', 'VarName397', 'VarName398', 'VarName399', 'VarName400', 'VarName401', 'VarName402', 'VarName403', 'VarName404', 'VarName405', 'VarName406', 'VarName407', 'VarName408', 'VarName409', 'VarName410', 'VarName411', 'VarName412', 'VarName413', 'VarName414', 'VarName415', 'VarName416', 'VarName417', 'VarName418', 'VarName419', 'VarName420', 'VarName421', 'VarName422', 'VarName423', 'VarName424', 'VarName425', 'VarName426', 'VarName427', 'VarName428', 'VarName429', 'VarName430', 'VarName431', 'VarName432', 'VarName433', 'VarName434', 'VarName435', 'VarName436', 'VarName437', 'VarName438', 'VarName439', 'VarName440', 'VarName441', 'VarName442', 'VarName443', 'VarName444', 'VarName445', 'VarName446', 'VarName447', 'VarName448', 'VarName449', 'VarName450', 'VarName451', 'VarName452', 'VarName453', 'VarName454', 'VarName455', 'VarName456', 'VarName457', 'VarName458', 'VarName459', 'VarName460', 'VarName461', 'VarName462', 'VarName463', 'VarName464', 'VarName465', 'VarName466', 'VarName467', 'VarName468', 'VarName469', 'VarName470', 'VarName471', 'VarName472', 'VarName473', 'VarName474', 'VarName475', 'VarName476', 'VarName477', 'VarName478', 'VarName479', 'VarName480', 'VarName481', 'VarName482', 'VarName483', 'VarName484', 'VarName485', 'VarName486', 'VarName487', 'VarName488', 'VarName489', 'VarName490', 'VarName491', 'VarName492', 'VarName493', 'VarName494', 'VarName495', 'VarName496', 'VarName497', 'VarName498', 'VarName499', 'VarName500', 'VarName501', 'VarName502', 'VarName503', 'VarName504', 'VarName505', 'VarName506', 'VarName507', 'VarName508', 'VarName509', 'VarName510', 'VarName511', 'VarName512', 'VarName513', 'VarName514', 'VarName515', 'VarName516', 'VarName517', 'VarName518', 'VarName519', 'VarName520', 'VarName521', 'VarName522', 'VarName523', 'VarName524', 'VarName525', 'VarName526', 'VarName527', 'VarName528', 'VarName529', 'VarName530', 'VarName531', 'VarName532', 'VarName533', 'VarName534', 'VarName535', 'VarName536', 'VarName537', 'VarName538', 'VarName539', 'VarName540', 'VarName541', 'VarName542', 'VarName543', 'VarName544', 'VarName545', 'VarName546', 'VarName547', 'VarName548', 'VarName549', 'VarName550', 'VarName551', 'VarName552', 'VarName553', 'VarName554', 'VarName555', 'VarName556', 'VarName557', 'VarName558', 'VarName559', 'VarName560', 'VarName561', 'VarName562', 'VarName563', 'VarName564', 'VarName565', 'VarName566', 'VarName567', 'VarName568', 'VarName569', 'VarName570', 'VarName571', 'VarName572', 'VarName573', 'VarName574', 'VarName575', 'VarName576', 'VarName577', 'VarName578', 'VarName579', 'VarName580', 'VarName581', 'VarName582', 'VarName583', 'VarName584', 'VarName585', 'VarName586', 'VarName587', 'VarName588', 'VarName589', 'VarName590', 'VarName591', 'VarName592', 'VarName593', 'VarName594', 'VarName595', 'VarName596', 'VarName597', 'VarName598', 'VarName599', 'VarName600', 'VarName601', 'VarName602', 'VarName603', 'VarName604', 'VarName605', 'VarName606', 'VarName607', 'VarName608', 'VarName609', 'VarName610', 'VarName611', 'VarName612', 'VarName613', 'VarName614', 'VarName615', 'VarName616', 'VarName617', 'VarName618', 'VarName619', 'VarName620', 'VarName621', 'VarName622', 'VarName623', 'VarName624', 'VarName625', 'VarName626', 'VarName627', 'VarName628', 'VarName629', 'VarName630', 'VarName631', 'VarName632', 'VarName633', 'VarName634', 'VarName635', 'VarName636', 'VarName637', 'VarName638', 'VarName639', 'VarName640', 'VarName641', 'VarName642', 'VarName643', 'VarName644', 'VarName645', 'VarName646', 'VarName647', 'VarName648', 'VarName649', 'VarName650', 'VarName651', 'VarName652', 'VarName653', 'VarName654', 'VarName655', 'VarName656', 'VarName657', 'VarName658', 'VarName659', 'VarName660', 'VarName661', 'VarName662', 'VarName663', 'VarName664', 'VarName665', 'VarName666', 'VarName667', 'VarName668', 'VarName669', 'VarName670', 'VarName671', 'VarName672', 'VarName673', 'VarName674', 'VarName675', 'VarName676', 'VarName677', 'VarName678', 'VarName679', 'VarName680', 'VarName681', 'VarName682', 'VarName683', 'VarName684', 'VarName685', 'VarName686', 'VarName687', 'VarName688', 'VarName689', 'VarName690', 'VarName691', 'VarName692', 'VarName693', 'VarName694', 'VarName695', 'VarName696', 'VarName697', 'VarName698', 'VarName699', 'VarName700', 'VarName701', 'VarName702', 'VarName703', 'VarName704', 'VarName705', 'VarName706', 'VarName707', 'VarName708', 'VarName709', 'VarName710', 'VarName711', 'VarName712', 'VarName713', 'VarName714', 'VarName715', 'VarName716', 'VarName717', 'VarName718', 'VarName719', 'VarName720', 'VarName721', 'VarName722', 'VarName723', 'VarName724', 'VarName725', 'VarName726', 'VarName727', 'VarName728', 'VarName729', 'VarName730', 'VarName731', 'VarName732', 'VarName733', 'VarName734', 'VarName735', 'VarName736', 'VarName737', 'VarName738', 'VarName739', 'VarName740', 'VarName741', 'VarName742', 'VarName743', 'VarName744', 'VarName745', 'VarName746', 'VarName747', 'VarName748', 'VarName749', 'VarName750', 'VarName751', 'VarName752', 'VarName753', 'VarName754', 'VarName755', 'VarName756', 'VarName757', 'VarName758', 'VarName759', 'VarName760', 'VarName761', 'VarName762', 'VarName763', 'VarName764', 'VarName765', 'VarName766', 'VarName767', 'VarName768', 'VarName769', 'VarName770', 'VarName771', 'VarName772', 'VarName773', 'VarName774', 'VarName775', 'VarName776', 'VarName777', 'VarName778', 'VarName779', 'VarName780', 'VarName781', 'VarName782', 'VarName783', 'VarName784', 'VarName785'};
predictors = inputTable(:, predictorNames);
response = inputTable.VarName1;
isCategoricalPredictor = [false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false];


% Compute resubstitution predictions
[validationPredictions, validationScores] = predict(trainedClassifier.ClassificationTree, predictors);

% Compute resubstitution accuracy
validationAccuracy = 1 - resubLoss(trainedClassifier.ClassificationTree, 'LossFun', 'ClassifError');



The Mnist data used in the above model training and testing was taken from https://pjreddie.com/projects/mnist-in-csv/  , this website offers the MNIST data readily in .csv format.

Please refer to the video for further details.






Published with MATLAB® R2017b
















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