A Study of Mindfulness Effectiveness among Neurotic Students based on EEG

Nadirah Nik Rashidi, N.A. and Iznita Izhar, L. and Sebastian, P. and Bin Omar, Z. and Fakhizan Romlie, M. and Bin Sakidin, H. and Samsudin, D. and Mohd Kasim, A.R. and Adytia, D. (2023) A Study of Mindfulness Effectiveness among Neurotic Students based on EEG. In: UNSPECIFIED.

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Abstract

Anxiety and stress are commonly reported problems related to working life where physical and mental conditions become worse due to environment exhaustion. An objective assessment is conducted to analyze brain signals using electroencephalography (EEG). In this study, Cognitive Ability Modulation Index (CAMI) was measured by calculating the relative band power in the prefrontal lobe to measure cognitive ability. It is observed that CAMI showed higher value in post-MI than pre-MI, especially for the Fp1 channel which relates to the outcome of a positive impact of MI in reducing anxiety and stress while performing the Stroop Colour Task. To validate CAMI as a suitable measure for effectiveness of Mindfulness Intervention (MI) towards reducing anxiety and stress among neurotics, classification of CAMI before and after MI is performed. The classification achieved 80 accuracy using the Quadratic Support Vector Machine classifier. © 2023 IEEE.

Item Type: Conference or Workshop Item (UNSPECIFIED)
Additional Information: cited By 0; Conference of 2023 IEEE International Conference on Sensors and Nanotechnology, SENNANO 2023 ; Conference Date: 26 September 2023 Through 27 September 2023; Conference Code:195657
Uncontrolled Keywords: Electrophysiology; Support vector machines, Anxiety; Cognitive ability; Condition; Mindfulness; Modulation indexes; Objective assessment; Power spectral; Stroop test; Student-based; Working life, Electroencephalography
Depositing User: Mr Ahmad Suhairi UTP
Date Deposited: 04 Jun 2024 14:11
Last Modified: 04 Jun 2024 14:11
URI: https://khub.utp.edu.my/scholars/id/eprint/18989

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