Search Results for author: Murugappan Murugappan

Found 5 papers, 2 papers with code

Entropy-based machine learning model for diagnosis and monitoring of Parkinson's Disease in smart IoT environment

no code implementations28 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.

EEG

Heart Disease Detection using Quantum Computing and Partitioned Random Forest Methods

no code implementations17 Aug 2022 Hanif Heidari, Gerhard Hellstern, Murugappan Murugappan

Compared to earlier works, the proposed HQRF achieved a maximum area under the curve (AUC) of 96. 43% and 97. 78% in predicting heart diseases using Cleveland and Statlog datasets, respectively with HQNN.

Classification Disease Prediction +1

Automated Parkinson's Disease Detection and Affective Analysis from Emotional EEG Signals

1 code implementation21 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.

EEG Emotion Recognition +1

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