Machine learning classification using EEG brain signal
$30-250 USD
Cancelled
Posted about 3 years ago
$30-250 USD
Paid on delivery
Currently, we are developing a study to look at the response pattern from EEG brain signal when being delivered with different auditory stimulus at the neuronal level. The time and frequency domain features will be extracted from the EEG signal captured for analysis. Then, the response obtain will be supplied or submit to a different machine learning model for training and testing to come out with measurable predictive discrimination upon the given stimulus. Now, the focus would be:
1. Develop time and frequency domain response base on given stimulus signal
2. Use the extract response (time and frequency) as a training dataset to train five classifiers model (60% dataset for training)
3. The trained model (all these 5 classifiers) will be tested using testing dataset (40% dataset for testing) and the performance measure will be quantify using below parameters
(a) sensitivity (recall)
(b) specificity (precision)
(c) accuracy (covers on AUC as well (area under curve)
The 5 classifiers are: Support Vector Machine (SVM), K Nearest Neighbours (KNN), Elman Network (ELN), Multilayer Perceptron Neural Network (MLPNN), and Random Forest (RF)
Example of outcome as per below figures
Software target: MATLAB or Python. Depends on proficiency.
hi we have developed more projects in matlab. expert in optimization and prediction. if you need any clarification kindly contact through chat thank you
Hi. Nice to meet you. https://www.freelancer.com/u/MihailKuzmin
I am an expert in machine learning and signal processing who has 10 years of experiences.
I will provide you the perfect results according to your proposal.
Please contact me so that we can discuss more details.
Thanks. Regards.
Hello,
I have degrees in both Computer Science and Psychology. Furthermore I am a Python and machine learning expert.
My familiriaty with EEG gives domain knowledge which is useful in such analyses.
Best Regards,
Borut
I have over 5 years of expertise with Matlab, Simulink and reports based on the same. I also have knowledge in Image processing, Communications, Electrical Engineering and other related subjects. I can also do data analysis and statistics in Matlab.
Please share the details of the project to discuss further.
I have a master's degree in electrical engineering while there are more than 6 years of work experience with matlab, EEG toolbox, machine learning and calssification algorithms. if you need a professional work with best quality in minimum time please feel free to contact me.
Hello,
I completed Bachelors degree of Computer science and I have deep knowledge and good experience in Python, Machine Learning.
I can complete your task very accurately and fast.
Thank you.