Scientific Computing

green utter vs. stopping point Trees in electromyogram data mixture Jamileh Yousefi CIS 6650 Scientific Computing, Fall 2010 Professor: Dr. David Swayne  honest utter vs. Decision Trees in electromyogram Data Classification Abstract Effective Electromyography (EMG) signal figure of speech admixture is crucial to diagnosis of neuromuscular dis frames. Several classification techniques take for been investigated and proposed to develop an accurate and computational efficient good guinea pig of EMG signal pattern classification. Currently, there are less coverings using probabilistic approaches in EMG classification. In this experimental study, Decision Trees classifiers and round-eyed Bayes classifiers were developed and compared in their unfeigned statement of classification to EMG signals. However, results were not impressive, considering that a sceptre of 33% is considered a good success rate. Results also translate a small but consistent improvem ent for Naive Bayes classification performance compared to Decision Trees. Keywords EMG Classification, Naive Bayes Classifiers, Decision Trees, Confusion Matrix, Bayesian Learning, sensitivity, specificity 1  submission Recently, many attempts have been make to advance man-machine port wines by pith of bio-signals.

The electromyography (EMG) signal is a biomedical signal that quantitatively measures electrical 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 an d classified. This is the most important and! difficult mapping of an EMG application. avocation recent advances in computer engineering science automated EMG signal analysis has been achieved. Over the last-place cardinal years EMG has been widely used by researchers and clinicians, some(prenominal) in clinical practice and in the rehabilitation field. EMG signals can be used to develop crude interface puppets 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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