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Published at December 9

A Combined Channel Approach for Decoding Intracranial EEG Signals: Enhancing Accuracy through Spatial Information Integration

cs.HC

eess.SP

Released Date: December 9, 2024

Authors: Maryam Ostadsharif Memar¹, Navid Ziaei¹, Behzad Nazari¹

Aff.: ¹Isfahan University of Technology

Arxiv: http://arxiv.org/pdf/2412.06336v1

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Features	Description
1. Average [19]	Averaging signal after smoothing
2. RMS [20]	Calculating signal power
3. Max peak [19]	Determining the maximum peak value
4. Variance [19]	Computing the dispersion of data
5. Skewness [20]	Assessing the asymmetry of data
6. Kurtosis [20]	Describing the distribution shape
7. Autocorrelation [20]	Correlation across time delays
8. Nonlinear energy [21]	Measuring absolute value averaging
9. Spikes [19]	Identifying sharp increases or peaks
10. HFD [22]	Assessing irregularity or self-similarity
11. Shannon entropy [23]	Measuring uncertainty and information content
12. Renyi entropy [23]	Generalizing Shannon entropy to control sensitivity to probabilities