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Patterns in Recording - Exercises Ben Fields

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WEKA basics • Launch the WEKA Application • Select ‘Explorer’ • Load ’50_weka_class_labeled.arff’ • Select various Attributes (features)

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WEKA basics • Attribute selection with regular expressions (‘.*’ is an expanding wild card) • Find all the MFCC attributes • also select ‘CLASS’ • press ‘Invert’, then ‘Remove’

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using a classifier • Select ‘Classify’ tab • ‘Choose’ >> ‘classifiers/bayes/ NaiveBayes’ • set test options to ‘Cross-validation’ • press ‘Start’

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putting it all together • now repeat the whole process using LPC features

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Explore more files and features • Load ‘training_data_after_parsing.arff’ • Classify against the CLASS mood labels using Random Forests and J48. Which performs better? Which classes are most confused?