Scientific Computing

wide-eyed spill the beans vs. halt point Trees in electromyogram data Classification Jamileh Yousefi CIS 6650 Scientific Computing, giving up 2010 Professor: Dr. David Swayne  primitive utter vs. Decision Trees in electromyogram Data Classification Abstract Effective Electromyography (electromyogram) argueise figure of speech diverseness is crucial to diagnosis of neuromuscular dis frames. Several classification techniques arrive at been investigated and proposed to develop an accurate and computational efficient nigh prototype of electromyogram signal intent classification. Currently, there are fewer applications using probabilistic approaches in electromyogram classification. In this data-based study, Decision Trees classifiers and Naive bay classifiers were developed and compared in their line up statement of classification to electromyogram signals. However, results were not impressive, considering that a doorstep of 33% is considered a good success rate. Results also give tongue to a small just now consistent improvement for Naive Bayes classification execution of instrument compared to Decision Trees. Keywords EMG Classification, Naive Bayes Classifiers, Decision Trees, sloppiness Matrix, Bayesian Learning, sensitivity, specificity 1 Introduction Recently, many attempts bear been make to advance man-machine interfaces by means 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 enforce an application using EMG signals, acquired signals pick out to be analyzed and classified. This is the most essential and difficult mapping of an EMG application. Following recent advances in computer engineering wisdom automatic EMG signal analysis has been achieved. Over the utmost twenty years EMG has been widely used by researchers and clinicians, both in clinical practice and in the replacement field. EMG signals can be used to develop archaic interface tools for human-assisting robots and rehabilitation systems, or as a blue-chip stock tool for...If you want to bum about a full essay, mold it on our website: Ordercustompaper.com

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