LSTM For classification of EMG sequences
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CHRISTOPHER MILLAR on 28 Nov 2019
I am trying to classify EMG signals with the movement that generated the original signal
I have tried using a patternnet but this gives very bad generalization (I think is due to my lack of knowledge in creating the ANN structure and input format) so I have been investigating LSTM networks using matlab,
am i right in following the sequence to label classification example that is provided in the documentation?
Raunak Gupta on 2 Dec 2019
For using the example that is mentioned I assume you have several features from the EMG Signal and each EMG signal is a sequence of those features. Since EMG Signal is kind of signal that has temporal relationship between time frames, LSTMs will perform good in capturing the pattern across the data. The preparation of data according to the problem statement is the only concern while using LSTMs. So, I suggest setting up the data such that each datapoint corresponds to a sequence of features and its class.