no code implementations • 28 Aug 2023 • Maksim Belyaev, Murugappan Murugappan, Andrei Velichko, Dmitry Korzun
We computed different types of entropy from EEG signals and found that Fuzzy Entropy performed the best in diagnosing and monitoring PD using rs-EEG.
1 code implementation • 31 Mar 2023 • Andrei Velichko, Maksim Belyaev, Yuriy Izotov, Murugappan Murugappan, Hanif Heidari
Entropy measures are effective features for time series classification problems.
no code implementations • 25 Feb 2022 • Hanif Heidari, Andrei Velichko, Murugappan Murugappan, Muhammad E. H. Chowdhury
Firstly, this work investigates different methods of filling the reservoir with time series (signal) elements.
1 code implementation • 21 Feb 2022 • Ravikiran Parameshwara, Soujanya Narayana, Murugappan Murugappan, Ramanathan Subramanian, Ibrahim Radwan, Roland Goecke
Employing traditional machine learning and deep learning methods, we explore (a) dimensional and categorical emotion recognition, and (b) PD vs HC classification from emotional EEG signals.