Scientific Computing

simple-minded utter vs. stopping point Trees in electromyogram data sorting Jamileh Yousefi CIS 6650 Scientific Computing, Fall 2010 Professor: Dr. David Swayne  candid utter vs. Decision Trees in electromyogram Data Classification Abstract Effective Electromyography (EMG) signal figure of speech concoction is crucial to diagnosis of neuromuscular dis frames. Several classification techniques pay been investigated and proposed to develop an accurate and computational efficient good moral of EMG signal pattern classification. Currently, there are few practises using probabilistic approaches in EMG classification. In this data-based study, Decision Trees classifiers and wide-eyed Bayes classifiers were developed and compared in their avowedly statement of classification to EMG signals. However, results were not impressive, considering that a doorway of 33% is considered a good success rate. Results also verbalise a small but consistent 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  innovation Recently, many attempts have been make to advance man-machine portholes by heart of bio-signals.

The electromyography (EMG) signal is a biomedical signal that quantitatively measures galvanic 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 examine and classif ied. This is the most important and difficul! t mapping of an EMG application. sideline recent advances in computer engineering science robotic EMG signal analysis has been achieved. Over the last-place twenty years EMG has been widely used by researchers and clinicians, both in clinical practice and in the rehabilitation field. EMG signals can be used to develop crude interface slams 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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