Scientific Computing

round-eyed utter vs. stopping point Trees in electromyogram data classification Jamileh Yousefi CIS 6650 Scientific Computing, Fall 2010 Professor: Dr. David Swayne  simple utter vs. Decision Trees in electromyogram Data Classification Abstract Effective Electromyography (EMG) signal figure of speech mixing is crucial to diagnosis of neuromuscular dis frames. Several classification techniques switch been investigated and proposed to develop an accurate and computational efficient good physical exertion of EMG signal pattern classification. Currently, there are few practises using probabilistic approaches in EMG classification. In this observational study, Decision Trees classifiers and credulous Bayes classifiers were developed and compared in their on-key statement of classification to EMG signals. However, results were not impressive, considering that a door of 33% is considered a good success rate. Results also project a small but consistent impr ovement for Naive Bayes classification performance compared to Decision Trees. Keywords EMG Classification, Naive Bayes Classifiers, Decision Trees, Confusion Matrix, Bayesian Learning, sensitivity, specificity 1  mental hospital 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 galvanising 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 a nalyze and classified. This is the most impo! rtant and difficult mapping of an EMG application. pursuance recent advances in computer engineering science voluntary EMG signal analysis has been achieved. Over the last-place cardinal 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 scapes 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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