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https://github.com/rukhat/cognitive-workload-assessment
https://github.com/rukhat/cognitive-workload-assessment
Last synced: about 1 month ago
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- Host: GitHub
- URL: https://github.com/rukhat/cognitive-workload-assessment
- Owner: rukhat
- Created: 2024-05-17T13:40:44.000Z (7 months ago)
- Default Branch: main
- Last Pushed: 2024-05-20T17:40:32.000Z (7 months ago)
- Last Synced: 2024-07-30T00:24:57.568Z (5 months ago)
- Language: Jupyter Notebook
- Size: 94.7 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Cognitive-Workload-Assessment
| Subject | Session | Task | Bridged Electrodes | SVM Accuracy | Transformer Accuracy |
| ------- | ------- | ------ | ------------------ | ------------ | -------------------- |
| | | 0-Back | 06 | | |
| | 01 | 1-back | 04 | | |
| | | 2-back | 04 | | |
| | | 0-Back | 09 | | |
| 01 | 02 | 1-back | 00 | 0.7289 | 0.8966 |
| | | 2-back | 09 | | |
| | | 0-Back | 16 | | |
| | 03 | 1-back | 18 | | |
| | | 2-back | 16 | | |
| | | 0-Back | 11 | | |
| | 01 | 1-back | 00 | | |
| | | 2-back | 11 | | |
| | | 0-Back | 11 | | |
| 02 | 02 | 1-back | 11 | 0.5538 | 0.6846 |
| | | 2-back | 11 | | |
| | | 0-Back | 25 | | |
| | 03 | 1-back | 27 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 11 | | |
| | 01 | 1-back | 00 | | |
| | | 2-back | 11 | | |
| | | 0-Back | 10 | | |
| 03 | 02 | 1-back | 14 | | |
| | | 2-back | 12 | | |
| | | 0-Back | 00 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 11 | | |
| | 01 | 1-back | 11 | | |
| | | 2-back | 09 | | |
| | | 0-Back | 30 | | |
| 04 | 02 | 1-back | 28 | 0.4923 | 0.5038 |
| | | 2-back | 28 | | |
| | | 0-Back | 26 | | |
| | 03 | 1-back | 26 | | |
| | | 2-back | 26 | | |
| | | 0-Back | 23 | | |
| | 01 | 1-back | 21 | | |
| | | 2-back | 23 | | |
| | | 0-Back | 35 | | |
| 05 | 02 | 1-back | 35 | 0.4769 | 0.4500 |
| | | 2-back | 35 | | |
| | | 0-Back | 44 | | |
| | 03 | 1-back | 44 | | |
| | | 2-back | 44 | | |
| | | 0-Back | 00 | | |
| | 01 | 1-back | 27 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 43 | | |
| 06 | 02 | 1-back | 46 | | |
| | | 2-back | 42 | | |
| | | 0-Back | 34 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 34 | | |
| | | 0-Back | 00 | | |
| | 01 | 1-back | 00 | | |
| | | 2-back | 20 | | |
| | | 0-Back | 00 | | |
| 07 | 02 | 1-back | 00 | 0.5884 | 0.6385 |
| | | 2-back | 00 | | |
| | | 0-Back | 00 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 00 | | |
| | 01 | 1-back | 00 | | |
| | | 2-back | 25 | | |
| | | 0-Back | 15 | | |
| 08 | 02 | 1-back | 15 | | |
| | | 2-back | 15 | | |
| | | 0-Back | 41 | | |
| | 03 | 1-back | 40 | | |
| | | 2-back | 41 | | |
| | | 0-Back | 00 | | |
| | 01 | 1-back | 12 | | |
| | | 2-back | 13 | | |
| | | 0-Back | 00 | | |
| 09 | 02 | 1-back | 00 | 0.6423 | 0.7808 |
| | | 2-back | 00 | | |
| | | 0-Back | 00 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 23 | | |
| | 01 | 1-back | 24 | | |
| | | 2-back | 23 | | |
| | | 0-Back | 37 | | |
| 10 | 02 | 1-back | 35 | 0.5423 | 0.6077 |
| | | 2-back | 38 | | |
| | | 0-Back | 00 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 28 | | |
| | | 0-Back | 37 | | |
| | 01 | 1-back | 00 | | |
| | | 2-back | 34 | | |
| | | 0-Back | 40 | | |
| 11 | 02 | 1-back | 00 | | |
| | | 2-back | 38 | | |
| | | 0-Back | 27 | | |
| | 03 | 1-back | 27 | | |
| | | 2-back | 26 | | |
| | | 0-Back | 26 | | |
| | 01 | 1-back | 26 | | |
| | | 2-back | 26 | | |
| | | 0-Back | 08 | | |
| 12 | 02 | 1-back | 08 | 0.6111 | 0.6385 |
| | | 2-back | 08 | | |
| | | 0-Back | 15 | | |
| | 03 | 1-back | 15 | | |
| | | 2-back | 13 | | |
| | | 0-Back | 00 | | |
| | 01 | 1-back | 00 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 00 | | |
| 13 | 02 | 1-back | 00 | 0.4538 | 0.5423 |
| | | 2-back | 00 | | |
| | | 0-Back | 00 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 38 | | |
| | 01 | 1-back | 38 | | |
| | | 2-back | 38 | | |
| | | 0-Back | 26 | | |
| 14 | 02 | 1-back | 21 | 0.5576 | 0.5846 |
| | | 2-back | 25 | | |
| | | 0-Back | 12 | | |
| | 03 | 1-back | 12 | | |
| | | 2-back | 12 | | |
| | | 0-Back | 26 | | |
| | 01 | 1-back | 27 | | |
| | | 2-back | 27 | | |
| | | 0-Back | 04 | | |
| 15 | 02 | 1-back | 04 | 0.6192 | 0.7538 |
| | | 2-back | 04 | | |
| | | 0-Back | 00 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 19 | | |
| | | 0-Back | 16 | | |
| | 01 | 1-back | 14 | | |
| | | 2-back | 16 | | |
| | | 0-Back | 02 | | |
| 16 | 02 | 1-back | 02 | 0.4846 | 0.6346 |
| | | 2-back | 02 | | |
| | | 0-Back | 00 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 15 | | |
| | 01 | 1-back | 15 | | |
| | | 2-back | 15 | | |
| | | 0-Back | 18 | | |
| 17 | 02 | 1-back | 18 | 0.7230 | 0.7731 |
| | | 2-back | 15 | | |
| | | 0-Back | 24 | | |
| | 03 | 1-back | 22 | | |
| | | 2-back | 22 | | |
| | | 0-Back | 30 | | |
| | 01 | 1-back | 31 | | |
| | | 2-back | 30 | | |
| | | 0-Back | 21 | | |
| 18 | 02 | 1-back | 22 | | |
| | | 2-back | 23 | | |
| | | 0-Back | 20 | | |
| | 03 | 1-back | 22 | | |
| | | 2-back | 18 | | |
| | | 0-Back | 13 | | |
| | 01 | 1-back | 14 | | |
| | | 2-back | 13 | | |
| | | 0-Back | 00 | | |
| 19 | 02 | 1-back | 24 | 0.6269 | 0.5923 |
| | | 2-back | 23 | | |
| | | 0-Back | 21 | | |
| | 03 | 1-back | 20 | | |
| | | 2-back | 21 | | |
| | | 0-Back | 00 | | |
| | 01 | 1-back | 00 | | |
| | | 2-back | 11 | | |
| | | 0-Back | 00 | | |
| 20 | 02 | 1-back | 00 | 0.5846 | 0.6423 |
| | | 2-back | 00 | | |
| | | 0-Back | 11 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 11 | | |
| | | 0-Back | 00 | | |
| | 01 | 1-back | 00 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 00 | | |
| 21 | 02 | 1-back | 00 | 0.6576 | 0.7500 |
| | | 2-back | 00 | | |
| | | 0-Back | 12 | | |
| | 03 | 1-back | 12 | | |
| | | 2-back | 12 | | |
| | | 0-Back | 10 | | |
| | 01 | 1-back | 00 | | |
| | | 2-back | 10 | | |
| | | 0-Back | 00 | | |
| 22 | 02 | 1-back | 00 | 0.5846 | 0.7000 |
| | | 2-back | 00 | | |
| | | 0-Back | 00 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 21 | | |
| | 01 | 1-back | 18 | | |
| | | 2-back | 21 | | |
| | | 0-Back | 15 | | |
| 23 | 02 | 1-back | 15 | 0.7192 | 0.7923 |
| | | 2-back | 15 | | |
| | | 0-Back | 08 | | |
| | 03 | 1-back | 08 | | |
| | | 2-back | 08 | | |
| | | 0-Back | 00 | | |
| | 01 | 1-back | 00 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 00 | | |
| 24 | 02 | 1-back | 08 | 0.5846 | 0.7154 |
| | | 2-back | 00 | | |
| | | 0-Back | 00 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 00 | | |
| | | 0-Back | 12 | | |
| | 01 | 1-back | 12 | | |
| | | 2-back | 12 | | |
| | | 0-Back | 11 | | |
| 25 | 02 | 1-back | 11 | 0.5961 | 0.6769 |
| | | 2-back | 11 | | |
| | | 0-Back | 04 | | |
| | 03 | 1-back | 04 | | |
| | | 2-back | 04 | | |
| | | 0-Back | 05 | | |
| | 01 | 1-back | 05 | | |
| | | 2-back | 05 | | |
| | | 0-Back | 21 | | |
| 26 | 02 | 1-back | 21 | 0.5423 | 0.5577 |
| | | 2-back | 00 | | |
| | | 0-Back | 23 | | |
| | 03 | 1-back | 23 | | |
| | | 2-back | 22 | | |
| | | 0-Back | 15 | | |
| | 01 | 1-back | 15 | | |
| | | 2-back | 15 | | |
| | | 0-Back | 18 | | |
| 27 | 02 | 1-back | 18 | 0.7076 | 0.7808 |
| | | 2-back | 15 | | |
| | | 0-Back | 24 | | |
| | 03 | 1-back | 22 | | |
| | | 2-back | 22 | | |
| | | 0-Back | 12 | | |
| | 01 | 1-back | 12 | | |
| | | 2-back | 12 | | |
| | | 0-Back | 17 | | |
| 28 | 02 | 1-back | 20 | | |
| | | 2-back | 20 | | |
| | | 0-Back | 21 | | |
| | 03 | 1-back | 21 | | |
| | | 2-back | 21 | | |
| | | 0-Back | 00 | | |
| | 01 | 1-back | 13 | | |
| | | 2-back | 13 | | |
| | | 0-Back | 00 | | |
| 29 | 02 | 1-back | 00 | 0.5576 | 0.6462 |
| | | 2-back | 20 | | |
| | | 0-Back | 00 | | |
| | 03 | 1-back | 00 | | |
| | | 2-back | 25 | | |