bear for imbalanced data set [🇷 for BE/BA]

posted by Oiinkie  – The Netherlands, 2013-01-16 20:18 (4536 d 23:28 ago) – Posting: # 9875
Views: 15,560

Dear Yung-jin,

Thanks for your reply!

❝ Yes, please provide your data set if possible.


Sure, please find it below (csv). This is the full data set including subject 24 (the dropout who only completed period 1, T) which causes bear to crash after NCA. The imbalanced data set of concern is without this dropout, so N=23.

subject,sequence,period,time,conc
1,1,2,0.00,0
1,1,2,0.25,0
1,1,2,0.50,285
1,1,2,0.75,586
1,1,2,1.00,593
1,1,2,1.50,527
1,1,2,2.00,610
1,1,2,3.00,422
1,1,2,4.00,361
1,1,2,6.00,268
1,1,2,8.00,195
1,1,2,10.00,132
1,1,2,13.02,64.5
1,1,2,16.03,35.6
2,2,1,0.00,0
2,2,1,0.25,575
2,2,1,0.50,724
2,2,1,0.75,606
2,2,1,1.00,569
2,2,1,1.50,556
2,2,1,2.00,460
2,2,1,3.00,330
2,2,1,4.00,300
2,2,1,6.00,202
2,2,1,8.00,114
2,2,1,10.00,84.7
2,2,1,13.12,37.3
2,2,1,16.00,23
3,2,1,0.00,0
3,2,1,0.25,729
3,2,1,0.50,819
3,2,1,0.75,661
3,2,1,1.00,630
3,2,1,1.50,505
3,2,1,2.00,411
3,2,1,3.00,335
3,2,1,4.00,302
3,2,1,6.00,183
3,2,1,8.00,134
3,2,1,10.00,74.8
3,2,1,13.00,48.7
3,2,1,16.00,26.8
4,1,2,0.00,0
4,1,2,0.25,133
4,1,2,0.50,610
4,1,2,0.75,651
4,1,2,1.00,588
4,1,2,1.50,597
4,1,2,2.00,569
4,1,2,3.00,527
4,1,2,4.00,405
4,1,2,6.00,298
4,1,2,8.00,175
4,1,2,10.00,113
4,1,2,13.00,69
4,1,2,16.00,31.2
5,2,1,0.00,0
5,2,1,0.28,323
5,2,1,0.50,557
5,2,1,0.75,607
5,2,1,1.00,512
5,2,1,1.53,465
5,2,1,2.00,455
5,2,1,3.00,431
5,2,1,4.00,334
5,2,1,6.00,249
5,2,1,8.00,147
5,2,1,10.00,79.9
5,2,1,13.00,42.6
5,2,1,16.00,23.5
6,2,1,0.00,0
6,2,1,0.27,10.8
6,2,1,0.50,206
6,2,1,0.75,412
6,2,1,1.00,508
6,2,1,1.50,524
6,2,1,2.00,385
6,2,1,3.00,374
6,2,1,4.00,343
6,2,1,6.00,241
6,2,1,8.00,187
6,2,1,10.00,157
6,2,1,13.00,88.4
6,2,1,16.00,51.7
7,1,2,0.00,0
7,1,2,0.25,522
7,1,2,0.50,677
7,1,2,0.80,483
7,1,2,1.03,455
7,1,2,1.50,372
7,1,2,2.00,330
7,1,2,3.00,270
7,1,2,4.00,200
7,1,2,6.00,130
7,1,2,8.00,103
7,1,2,10.00,57.1
7,1,2,13.00,31.2
7,1,2,16.03,17.2
8,2,1,0.00,0
8,2,1,0.25,0
8,2,1,0.50,197
8,2,1,0.75,412
8,2,1,1.00,461
8,2,1,1.50,447
8,2,1,2.00,398
8,2,1,3.00,314
8,2,1,4.00,252
8,2,1,6.00,162
8,2,1,8.03,114
8,2,1,10.00,72.5
8,2,1,13.00,36.3
8,2,1,16.00,19
9,1,2,0.00,0
9,1,2,0.25,697
9,1,2,0.50,678
9,1,2,0.75,645
9,1,2,1.00,551
9,1,2,1.50,457
9,1,2,2.00,370
9,1,2,3.00,326
9,1,2,4.00,278
9,1,2,6.00,156
9,1,2,8.00,107
9,1,2,10.00,62
9,1,2,13.00,35.1
9,1,2,16.00,18.7
10,2,1,0.00,0
10,2,1,0.28,53.8
10,2,1,0.52,616
10,2,1,0.75,565
10,2,1,1.00,493
10,2,1,1.50,421
10,2,1,2.00,360
10,2,1,3.00,263
10,2,1,4.05,200
10,2,1,6.03,138
10,2,1,8.00,84.1
10,2,1,10.00,49
10,2,1,13.00,23.7
10,2,1,16.00,12
11,1,2,0.00,0
11,1,2,0.25,208
11,1,2,0.50,611
11,1,2,0.75,681
11,1,2,1.00,602
11,1,2,1.50,534
11,1,2,2.00,463
11,1,2,3.00,438
11,1,2,4.00,298
11,1,2,6.08,204
11,1,2,8.00,136
11,1,2,10.03,126
11,1,2,13.02,50.4
11,1,2,16.00,36.5
12,1,2,0.00,0
12,1,2,0.25,615
12,1,2,0.50,484
12,1,2,0.75,650
12,1,2,1.00,673
12,1,2,1.50,619
12,1,2,2.00,569
12,1,2,3.00,484
12,1,2,4.00,355
12,1,2,6.00,215
12,1,2,8.00,128
12,1,2,10.02,92.1
12,1,2,13.02,43.7
12,1,2,16.00,22.8
13,1,2,0.00,0
13,1,2,0.25,373
13,1,2,0.50,567
13,1,2,0.75,585
13,1,2,1.02,548
13,1,2,1.50,536
13,1,2,2.00,474
13,1,2,3.00,320
13,1,2,4.00,236
13,1,2,6.00,141
13,1,2,8.03,86.3
13,1,2,10.00,57.5
13,1,2,13.00,30.8
13,1,2,16.13,13.5
14,1,2,0.00,0
14,1,2,0.25,226
14,1,2,0.50,791
14,1,2,0.75,743
14,1,2,1.02,757
14,1,2,1.50,583
14,1,2,2.00,542
14,1,2,3.03,348
14,1,2,4.00,253
14,1,2,6.00,144
14,1,2,8.00,74.2
14,1,2,10.00,36.9
14,1,2,13.00,19.8
15,2,1,0.00,0
15,2,1,0.25,876
15,2,1,0.55,832
15,2,1,0.75,788
15,2,1,1.00,634
15,2,1,1.50,618
15,2,1,2.00,543
15,2,1,3.00,466
15,2,1,4.00,389
15,2,1,6.00,236
15,2,1,8.00,136
15,2,1,10.00,94.3
15,2,1,13.00,47.9
15,2,1,16.00,25.9
16,1,2,0.00,0
16,1,2,0.25,969
16,1,2,0.50,878
16,1,2,0.75,798
16,1,2,1.00,745
16,1,2,1.50,597
16,1,2,2.00,527
16,1,2,3.02,515
16,1,2,4.00,387
16,1,2,6.00,216
16,1,2,8.02,129
16,1,2,10.00,77.9
16,1,2,13.00,36.6
16,1,2,16.00,19
17,2,1,0.00,0
17,2,1,0.25,747
17,2,1,0.50,830
17,2,1,0.75,767
17,2,1,1.00,681
17,2,1,1.50,542
17,2,1,2.00,459
17,2,1,3.10,305
17,2,1,4.00,217
17,2,1,6.00,126
17,2,1,8.03,80
17,2,1,10.00,41.9
17,2,1,13.05,21.1
17,2,1,16.00,11.3
18,2,1,0.00,0
18,2,1,0.25,695
18,2,1,0.50,1102
18,2,1,0.77,983
18,2,1,1.00,874
18,2,1,1.50,698
18,2,1,2.00,633
18,2,1,3.00,482
18,2,1,4.00,359
18,2,1,6.00,211
18,2,1,8.00,120
18,2,1,10.00,63.9
18,2,1,13.00,27.9
18,2,1,16.00,13.6
19,1,2,0.00,0
19,1,2,0.25,377
19,1,2,0.50,753
19,1,2,0.75,689
19,1,2,1.02,663
19,1,2,1.53,586
19,1,2,2.00,497
19,1,2,3.03,402
19,1,2,4.03,329
19,1,2,6.03,216
19,1,2,8.02,133
19,1,2,10.02,76.4
19,1,2,13.02,38.7
19,1,2,16.00,16.7
20,2,1,0.00,0
20,2,1,0.25,371
20,2,1,0.50,859
20,2,1,0.75,735
20,2,1,1.00,665
20,2,1,1.50,549
20,2,1,2.00,507
20,2,1,3.00,334
20,2,1,4.00,279
20,2,1,6.00,149
20,2,1,8.00,75.3
20,2,1,10.00,36.5
20,2,1,13.00,13.6
21,1,2,0.00,0
21,1,2,0.25,149
21,1,2,0.50,996
21,1,2,0.75,858
21,1,2,1.00,977
21,1,2,1.50,749
21,1,2,2.00,641
21,1,2,3.02,498
21,1,2,4.00,368
21,1,2,6.00,248
21,1,2,8.00,131
21,1,2,10.00,76.7
21,1,2,13.00,40.4
21,1,2,16.00,18.5
22,1,2,0.00,0
22,1,2,0.28,0
22,1,2,0.50,136
22,1,2,0.75,324
22,1,2,1.02,505
22,1,2,1.52,726
22,1,2,2.00,742
22,1,2,3.00,690
22,1,2,4.00,587
22,1,2,6.00,383
22,1,2,8.00,230
22,1,2,10.02,95.8
22,1,2,13.00,40.4
22,1,2,16.00,17.4
23,2,1,0.00,0
23,2,1,0.25,46.6
23,2,1,0.50,688
23,2,1,0.75,833
23,2,1,1.00,796
23,2,1,1.50,836
23,2,1,2.00,744
23,2,1,3.00,617
23,2,1,4.00,484
23,2,1,6.00,309
23,2,1,8.00,202
23,2,1,10.00,137
23,2,1,13.00,72.4
23,2,1,16.00,35.5
24,2,1,0.00,0
24,2,1,0.25,689
24,2,1,0.50,949
24,2,1,0.75,775
24,2,1,1.00,778
24,2,1,1.50,679
24,2,1,2.00,606
24,2,1,3.00,434
24,2,1,4.00,346
24,2,1,6.00,200
24,2,1,8.00,118
24,2,1,10.00,65
24,2,1,13.00,33.1
24,2,1,16.00,15.2


Continued in next post...

Regards,

Oiinkie

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