Common spatial pattern for classification of loving kindness meditation EEG for single and multiple sessions

Liyanagedera, Nalinda D.; Hussain, Ali Abdul; Singh, Amardeep; Lal, Sunil; Kempton, Heather; Guesgen, Hans W.

doi:10.1186/s40708-023-00204-9

Brain Informatics

Table 2 Average prediction accuracy (%) after conducting 25 tests each for 32 participants with single session using CSP and LDA (train 70%, test 30%)

From: Common spatial pattern for classification of loving kindness meditation EEG for single and multiple sessions

Count	Participant no.	Pre-resting/LKM self	Pre-resting/LKM Others	Pre-resting/post-resting	LKM self/LKM others	Post-resting/LKM self	Post-resting/LKM other
1	1	100 ± 0	100 ± 0	100 ± 0	100 ± 0	100 ± 0	94.6 ± 3.4
2	2	100 ± 0	100 ± 0	100 ± 0	100 ± 0	100 ± 0	98.8 ± 1.8
3	3	100 ± 0	100 ± 0	100 ± 0	100 ± 0	81.9 ± 6.5	80.3 ± 4.4
4	5	100 ± 0	100 ± 0	100 ± 0	99.8 ± 0.6	99.7 ± 0.8	98.2 ± 1.8
5	6	100 ± 0	99.9 ± 0.1	100 ± 0	98.6 ± 1.2	100 ± 0	99.9 ± 0.1
6	7	100 ± 0	100 ± 0	100 ± 0	100 ± 0	100 ± 0	95.1 ± 2.8
7	8	99.3 ± 0.8	100 ± 0	100 ± 0	99.9 ± 0.4	97.2 ± 1.1	99.5 ± 0.6
8	11	99.4 ± 2.0	100 ± 0	100 ± 0	98.1 ± 1.6	99.7 ± 0.9	100 ± 0
9	12	98.6 ± 3.1	99.4 ± 0.3	100 ± 0	98.7 ± 2.2	100 ± 0	90.8 ± 6.1
10	13	98.6 ± 4.1	99.9 ± 0.2	99.7 ± 0.6	88.5 ± 6.6	94.5 ± 5.1	98.1 ± 1.7
11	14	100 ± 0	99.9 ± 0.3	100 ± 0	100 ± 0	99.7 ± 0.5	100 ± 0
12	17	97.5 ± 2.5	99.5 ± 1.0	98.4 ± 2.7	91.1 ± 5.3	99.2 ± 0.8	90.5 ± 4.6
13	18	99.8 ± 0.5	100 ± 0	100 ± 0	65.7 ± 8.5	92.4 ± 3.8	98.7 ± 2.0
14	19	100 ± 0	100 ± 0	99.7 ± 1.6	95.3 ± 4.8	97.7 ± 2.6	95.5 ± 4.6
15	21	100 ± 0	99.5 ± 1.7	100 ± 0	79.6 ± 8.1	99.5 ± 0.6	99.3 ± 1.5
16	22	100 ± 0	100 ± 0	100 ± 0	99.0 ± 0.7	96.9 ± 3.9	94.1 ± 6.4
17	23	100 ± 0	100 ± 0	100 ± 0	100 ± 0	100 ± 0	99.3 ± 1.1
18	24	100 ± 0	100 ± 0	100 ± 0	97.8 ± 2.5	97.3 ± 2.1	93.1 ± 4.0
19	25	100 ± 0	99.1 ± 1.2	99.8 ± 0.5	82.2 ± 8.5	98.4 ± 1.3	80.4 ± 7.3
20	28	98.1 ± 2.2	99.3 ± 1.0	97.9 ± 1.7	99.9 ± 0.1	94.6 ± 2.4	99.4 ± 1.4
21	29	98.2 ± 2.7	100 ± 0	100 ± 0	99.1 ± 1.7	99.2 ± 0.5	84.8 ± 3.5
22	33	97.8 ± 1.6	100 ± 0	100 ± 0	87.9 ± 6.9	88.8 ± 7.4	96.0 ± 4.6
23	36	98.5 ± 0.7	100 ± 0	100 ± 0	98.7 ± 0.8	100 ± 0	100 ± 0
24	37	100 ± 0	100 ± 0	100 ± 0	100 ± 0	100 ± 0	74.4 ± 5.3
25	38	100 ± 0	100 ± 0	100 ± 0	99.4 ± 1.1	100 ± 0	100 ± 0
26	39	95.1 ± 2.1	100 ± 0	100 ± 0	87.3 ± 6.5	100 ± 0	100 ± 0
27	40	99.9 ± 0.2	100 ± 0	99.9 ± 0.3	93.7 ± 4.7	98.4 ± 2.4	93.1 ± 3.1
28	41	99.9 ± 0.6	99.9 ± 0.4	99.6 ± 1.2	99.8 ± 0.9	100 ± 0	99.9 ± 0.5
29	42	99.8 ± 0.4	99.9 ± 0.3	99.4 ± 1.3	99.6 ± 1.0	98.8 ± 0.5	85.7 ± 3.8
30	43	100 ± 0	100 ± 0	100 ± 0	99.4 ± 1.0	99.9 ± 0.3	99.2 ± 1.2
31	44	100 ± 0	92.3 ± 4.3	99.1 ± 1.2	98.5 ± 0.7	99.2 ± 0.5	99.6 ± 0.4
32	45	98.4 ± 2.4	100 ± 0	100 ± 0	100 ± 0	100 ± 0	99.1 ± 1.1
Mean accuracy		99.3	99.6	99.8	95.6	97.9	94.9

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