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I have an Excel file for recoded EEG for 2 minutes with the subject s eyes closed, followed by 2 minute with the eyes open.
I have an Excel file for recoded EEG for minutes with the subjects eyes closed, followed by minute with the eyes open. Repeat this cycle times.
I want a matlab code to load the data and filter it with bandpass filter then:
PSDAnalysis: Generate PSD plots for each condition eyes open vs eyes closed using various overlap percentages in the windowing process and Analyze the effects of overlap settings on the PSD plot clarity and variance.
TimeFrequency Analysis: Produce spectrograms to examine how power distributions change over time across different frequency bands.
Feature Extraction: Extract key features from the EEG data such as Mean Frequency, Spectral Entropy, Peak Frequency, Band Power in specific EEG bands Alpha Beta, Theta
Classification: Classify EEG data into eyeopen and eyeclosed states using a simple classifier like Logistic Regression or SVM Implement crossvalidation to assess classifier performance and discuss the effectiveness of the features.
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