Deep learning model for prediction of dementia severity based on eeg signals

HIGHLIGHTS

• What: This approach has improved typical performance and resistance to noisy inputs . This work aimed to assess the discriminatory capability of AttEn, BubbEn and SyDyEn in discerning the severity of dementia based on EEG signals 𝑛 1 log(∑ 𝑃𝑖𝑎 ) 𝛼 …(3) 𝐻2𝑚 (𝑋)=- log(∑ 𝑃𝑖2 ) …(4) 𝐻𝑎𝑚 (𝑋)= 𝑖=1 𝑛 A. Symbolic Dynamic entropy (SyDyEn) Symbolic dynamics evaluates dynamical systems based on the proper partitioning of the symbol sequences obtained for the state space. 20, No4, P.P. 1- 12 sub-series ui, uk and uj of 𝑋 that do not match in for any 𝑖𝑗, 𝑘𝑗 the authors determine the intervals 𝐼 Ω - 𝜐|𝜐 - 𝑗 - 𝑖 by comparing 𝑢𝑖 and 𝑢𝑗 to the . . .
  

   

  

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