کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4335293 1614652 2011 15 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
EPILAB: A software package for studies on the prediction of epileptic seizures
موضوعات مرتبط
علوم زیستی و بیوفناوری علم عصب شناسی علوم اعصاب (عمومی)
پیش نمایش صفحه اول مقاله
EPILAB: A software package for studies on the prediction of epileptic seizures
چکیده انگلیسی

A Matlab®-based software package, EPILAB, was developed for supporting researchers in performing studies on the prediction of epileptic seizures. It provides an intuitive and convenient graphical user interface. Fundamental concepts that are crucial for epileptic seizure prediction studies were implemented. This includes, for example, the development and statistical validation of prediction methodologies in long-term continuous recordings.Seizure prediction is usually based on electroencephalography (EEG) and electrocardiography (ECG) signals. EPILAB is able to process both EEG and ECG data stored in different formats. More than 35 time and frequency domain measures (features) can be extracted based on univariate and multivariate data analysis. These features can be post-processed and used for prediction purposes. The predictions may be conducted based on optimized thresholds or by applying classifications methods such as artificial neural networks, cellular neuronal networks, and support vector machines.EPILAB proved to be an efficient tool for seizure prediction, and aims to be a way to communicate, evaluate, and compare results and data among the seizure prediction community.


► We propose a software package for seizure prediction.
► Fundamental guidelines for seizure prediction studies were considered.
► Consideration of more than 35 univariate and multivariate features.
► Consideration of threshold- and classification-based predictors.
► User-friendly and useful tool in long-term analysis and prediction.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Neuroscience Methods - Volume 200, Issue 2, 15 September 2011, Pages 257–271
نویسندگان
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