English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

Epilepsy is a disorder of the nervous system that can affect people of anyage group. With roughly 50 million people worldwide diagnosed with thedisorder, it is one of the most common neurological disorders. The EEG is anindispensable tool for diagnosis of epileptic seizures in an ideal case, asbrain waves from an epileptic person will present distinct abnormalities.However, in real world situations there will often be biological and electricalnoise interference, as well as the issue of a multichannel signal, whichintroduce a great challenge for seizure detection. For this study, the TempleUniversity Hospital (TUH) EEG Seizure Corpus dataset was used. This paperproposes a novel channel selection method which isolates different frequencyranges within five channels. This is based upon the frequencies at which normalbrain waveforms exhibit. A one second window was selected, with a 0.5 secondoverlap. Wavelet signal denoising was performed using Daubechies 4 waveletdecomposition, thresholding was applied using minimax soft thresholdingcriteria. Filter banking was used to localise frequency ranges from fivespecific channels. Statistical features were then derived from the outputs.After performing bagged tree classification using 500 learners, a test accuracyof 0.82 was achieved.

Seizure Classification of EEG based on Wavelet Signal Denoising Using a Novel Channel Selection Algorithm