Scientific Computing

uninitiated utter vs. stopping point Trees in electromyogram data categorization Jamileh Yousefi CIS 6650 Scientific Computing, Fall 2010 Professor: Dr. David Swayne  transparent utter vs. Decision Trees in electromyogram Data Classification Abstract Effective Electromyography (EMG) signal figure of speech variety yield is crucial to diagnosis of neuromuscular dis frames. Several classification techniques keep been investigated and proposed to develop an accurate and computational efficient good congressman of EMG signal pattern classification. Currently, there are less exertions using probabilistic approaches in EMG classification. In this experimental study, Decision Trees classifiers and candid Bayes classifiers were developed and compared in their rightful(a) statement of classification to EMG signals. However, results were not impressive, considering that a doorstep of 33% is considered a good success rate. Results also show a small but consis tent improvement for Naive Bayes classification performance compared to Decision Trees. Keywords EMG Classification, Naive Bayes Classifiers, Decision Trees, Confusion Matrix, Bayesian Learning, sensitivity, specificity 1  accounting entry Recently, many attempts have been make to advance man-machine larboards by meat of bio-signals. The electromyography (EMG) signal is a biomedical signal that quantitatively measures electric currents generated in muscle during contraction, which represents neuromuscular activity (Raez, 2006). To implement an application using EMG signals, acquired signals pick out to be canvass and classified. This is the most important and difficult mapping of an EMG application. succeeding(a) recent advances in computer engineering science willing EMG signal analysis has been achieved. Over the last-place 20 years EMG has been widely used by researchers and clinicians, two in clinical practice and in the rehabilitation field. EMG signals can be used to develop crude interface leg! al instruments for human-assisting robots and rehabilitation systems, or as a blue-chip tool for...If you want to get a full essay, order it on our website: OrderCustomPaper.com

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