Study of mindfulness effectiveness among neurotic students based on EEG
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 Ind...
| Main Authors: | , , , , , , , , |
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| Format: | Conference or Workshop Item |
| Language: | English English |
| Published: |
Institute of Electrical and Electronics Engineers Inc.
2023
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/41917/ http://umpir.ump.edu.my/id/eprint/41917/1/A%20study%20of%20mindfulness%20effectiveness%20among%20neurotic.pdf http://umpir.ump.edu.my/id/eprint/41917/2/A%20study%20of%20mindfulness%20effectiveness%20among%20neurotic%20students%20based%20on%20EEG_ABS.pdf |
| _version_ | 1848826468844437504 |
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| author | Nik Amalia Nadirah, Nik Rashidi Lila Iznita, Izhar Sebastian, Patrick Zaid, Omar Mohd Fakhizan, Romlie Hamzah, Sakidin Dafrizal, Samsudin Abdul Rahman, Mohd Kasim Adytia, Didit |
| author_facet | Nik Amalia Nadirah, Nik Rashidi Lila Iznita, Izhar Sebastian, Patrick Zaid, Omar Mohd Fakhizan, Romlie Hamzah, Sakidin Dafrizal, Samsudin Abdul Rahman, Mohd Kasim Adytia, Didit |
| author_sort | Nik Amalia Nadirah, Nik Rashidi |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | 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. |
| first_indexed | 2025-11-15T03:45:18Z |
| format | Conference or Workshop Item |
| id | ump-41917 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-15T03:45:18Z |
| publishDate | 2023 |
| publisher | Institute of Electrical and Electronics Engineers Inc. |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-419172024-08-30T00:16:59Z http://umpir.ump.edu.my/id/eprint/41917/ Study of mindfulness effectiveness among neurotic students based on EEG Nik Amalia Nadirah, Nik Rashidi Lila Iznita, Izhar Sebastian, Patrick Zaid, Omar Mohd Fakhizan, Romlie Hamzah, Sakidin Dafrizal, Samsudin Abdul Rahman, Mohd Kasim Adytia, Didit L Education (General) Q Science (General) QA Mathematics 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. Institute of Electrical and Electronics Engineers Inc. 2023 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/41917/1/A%20study%20of%20mindfulness%20effectiveness%20among%20neurotic.pdf pdf en http://umpir.ump.edu.my/id/eprint/41917/2/A%20study%20of%20mindfulness%20effectiveness%20among%20neurotic%20students%20based%20on%20EEG_ABS.pdf Nik Amalia Nadirah, Nik Rashidi and Lila Iznita, Izhar and Sebastian, Patrick and Zaid, Omar and Mohd Fakhizan, Romlie and Hamzah, Sakidin and Dafrizal, Samsudin and Abdul Rahman, Mohd Kasim and Adytia, Didit (2023) Study of mindfulness effectiveness among neurotic students based on EEG. In: 2023 IEEE International Conference on Sensors and Nanotechnology, SENNANO 2023. 2023 IEEE International Conference on Sensors and Nanotechnology, SENNANO 2023 , 26 - 27 September 2023 , Putrajaya. pp. 69-72. (195657). ISBN 979-835033331-2 (Published) https://doi.org/10.1109/SENNANO57767.2023.10352575 |
| spellingShingle | L Education (General) Q Science (General) QA Mathematics Nik Amalia Nadirah, Nik Rashidi Lila Iznita, Izhar Sebastian, Patrick Zaid, Omar Mohd Fakhizan, Romlie Hamzah, Sakidin Dafrizal, Samsudin Abdul Rahman, Mohd Kasim Adytia, Didit Study of mindfulness effectiveness among neurotic students based on EEG |
| title | Study of mindfulness effectiveness among neurotic students based on EEG |
| title_full | Study of mindfulness effectiveness among neurotic students based on EEG |
| title_fullStr | Study of mindfulness effectiveness among neurotic students based on EEG |
| title_full_unstemmed | Study of mindfulness effectiveness among neurotic students based on EEG |
| title_short | Study of mindfulness effectiveness among neurotic students based on EEG |
| title_sort | study of mindfulness effectiveness among neurotic students based on eeg |
| topic | L Education (General) Q Science (General) QA Mathematics |
| url | http://umpir.ump.edu.my/id/eprint/41917/ http://umpir.ump.edu.my/id/eprint/41917/ http://umpir.ump.edu.my/id/eprint/41917/1/A%20study%20of%20mindfulness%20effectiveness%20among%20neurotic.pdf http://umpir.ump.edu.my/id/eprint/41917/2/A%20study%20of%20mindfulness%20effectiveness%20among%20neurotic%20students%20based%20on%20EEG_ABS.pdf |