Intra-Pipeline Table

This table includes results from the base experiment single parcellation intra-pipeline comparison. The mean relative rankings shown here are as averaged across target variables and as computed for each ML pipeline separately. Mean R2 and ROC AUC are calculated only from their relevant subsets of 22 and 23 target variables respectively.

Table columns are sortable!

Parcellation	Pipeline	Mean Rank	Size	Mean R2	Mean ROC AUC
mist 444	Elastic-Net	42.8222	374	0.0830	0.6279
basc scale444	Elastic-Net	43.0667	374	0.0830	0.6279
difumo 1024	Elastic-Net	45.0889	949	0.0852	0.6294
difumo 512	Elastic-Net	48.2444	478	0.0837	0.6270
random 900 1	Elastic-Net	54.1111	900	0.0830	0.6254
schaefer 700	Elastic-Net	55.6667	700	0.0829	0.6259
random 1500 3	Elastic-Net	56.2000	1500	0.0833	0.6262
icosahedron 162 (dlab)	Elastic-Net	57.5556	305	0.0807	0.6266
difumo 256	Elastic-Net	58.2444	240	0.0817	0.6245
basc scale325	Elastic-Net	59.0222	273	0.0807	0.6259
mist 325	Elastic-Net	59.1333	273	0.0807	0.6259
random 3000 2	Elastic-Net	60.0000	3000	0.0830	0.6272
random 3000 1	Elastic-Net	61.1556	3000	0.0837	0.6276
random 700 0	Elastic-Net	61.3556	700	0.0832	0.6233
random 1000 4	Elastic-Net	61.7111	1000	0.0820	0.6253
icosahedron 362 (dlab)	Elastic-Net	61.9556	669	0.0830	0.6254
random 600 2	Elastic-Net	62.4000	600	0.0824	0.6237
random 1000 0	Elastic-Net	62.5778	1000	0.0822	0.6261
schaefer 600	Elastic-Net	62.6444	600	0.0819	0.6261
sjh	Elastic-Net	63.0444	507	0.0829	0.6252
random 1500 4	Elastic-Net	63.0889	1500	0.0829	0.6255
random 800 2	Elastic-Net	63.4000	800	0.0820	0.6264
schaefer 900	Elastic-Net	63.8889	900	0.0825	0.6263
schaefer 1000	Elastic-Net	64.1111	998	0.0828	0.6255
random 1000 2	Elastic-Net	64.7111	1000	0.0826	0.6250
random 800 4	Elastic-Net	66.0889	800	0.0809	0.6252
schaefer 500	Elastic-Net	66.0889	500	0.0812	0.6254
random 1500 1	Elastic-Net	67.7778	1500	0.0814	0.6274
random 5000 2	Elastic-Net	67.8222	5000	0.0838	0.6262
icosahedron 1442 (dlab)	Elastic-Net	68.4444	2637	0.0817	0.6269
random 4000 1	Elastic-Net	68.5111	4000	0.0828	0.6254
mist 197	Elastic-Net	68.6000	165	0.0784	0.6220
random 700 4	Elastic-Net	68.6667	700	0.0808	0.6242
basc scale197	Elastic-Net	68.6667	165	0.0784	0.6220
random 900 0	Elastic-Net	69.3333	900	0.0804	0.6258
random 4000 0	Elastic-Net	69.5778	4000	0.0831	0.6252
random 800 3	Elastic-Net	69.8444	800	0.0819	0.6235
random 1500 0	Elastic-Net	69.8667	1500	0.0825	0.6257
random 700 2	Elastic-Net	70.0222	700	0.0808	0.6239
schaefer 800	Elastic-Net	70.4667	800	0.0822	0.6241
random 3000 4	Elastic-Net	70.8000	3000	0.0826	0.6251
random 600 1	Elastic-Net	70.8667	600	0.0816	0.6226
random 5000 3	Elastic-Net	71.1111	5000	0.0833	0.6242
random 400 4	Elastic-Net	71.1778	400	0.0792	0.6244
schaefer 400	Elastic-Net	71.3333	400	0.0798	0.6246
random 2000 1	Elastic-Net	71.3778	2000	0.0809	0.6256
allen	Elastic-Net	72.1333	75	0.0814	0.6197
random 700 1	Elastic-Net	72.3333	700	0.0814	0.6238
random 2000 0	Elastic-Net	72.4444	2000	0.0825	0.6250
random 2000 4	Elastic-Net	72.4889	2000	0.0813	0.6259
random 2000 3	Elastic-Net	72.5333	2000	0.0821	0.6237
icosahedron 642 (dlab)	Elastic-Net	72.8222	1186	0.0829	0.6248
random 1000 3	Elastic-Net	72.9333	1000	0.0807	0.6238
random 2000 2	Elastic-Net	72.9556	2000	0.0829	0.6234
icosahedron 1002 (dlab)	Elastic-Net	73.0000	1838	0.0820	0.6264
smith rsn70	Elastic-Net	73.3778	70	0.0779	0.6211
random 500 4	Elastic-Net	73.4667	500	0.0802	0.6221
random 300 0	Elastic-Net	73.5333	300	0.0780	0.6224
random 1500 2	Elastic-Net	74.1111	1500	0.0813	0.6252
random 3000 3	Elastic-Net	74.1556	3000	0.0821	0.6251
random 4000 3	Elastic-Net	74.2889	4000	0.0826	0.6244
random 4000 2	Elastic-Net	74.3778	4000	0.0839	0.6231
random 6000 2	Elastic-Net	74.9333	6000	0.0837	0.6249
random 500 2	Elastic-Net	75.4667	500	0.0796	0.6234
smith bm70	Elastic-Net	75.5333	70	0.0775	0.6201
random 500 1	Elastic-Net	76.2000	500	0.0810	0.6215
random 500 0	Elastic-Net	76.5333	500	0.0784	0.6229
random 6000 1	Elastic-Net	76.9778	6000	0.0829	0.6236
random 3000 0	Elastic-Net	77.0889	3000	0.0827	0.6236
random 4000 4	Elastic-Net	77.4889	4000	0.0829	0.6237
random 600 0	Elastic-Net	77.6667	600	0.0805	0.6230
random 800 1	Elastic-Net	77.8444	800	0.0807	0.6229
random 5000 0	Elastic-Net	77.8667	5000	0.0829	0.6235
random 900 3	Elastic-Net	77.9111	900	0.0800	0.6235
random 5000 1	Elastic-Net	78.1556	5000	0.0823	0.6242
destrieux (abox)	Elastic-Net	78.3333	150	0.0793	0.6196
random 5000 4	Elastic-Net	78.5111	5000	0.0823	0.6236
glasser 2016 (dlab)	Elastic-Net	78.5778	360	0.0798	0.6222
random 1000 1	Elastic-Net	78.6444	1000	0.0827	0.6215
hcp mmp	Elastic-Net	78.7556	360	0.0798	0.6222
glasser (abox)	Elastic-Net	78.9333	360	0.0798	0.6222
random 800 0	Elastic-Net	79.4667	800	0.0809	0.6219
random 600 3	Elastic-Net	79.5333	600	0.0794	0.6242
random 600 4	Elastic-Net	79.8444	600	0.0802	0.6228
schaefer 300	Elastic-Net	80.5111	300	0.0786	0.6227
random 6000 3	Elastic-Net	80.6444	6000	0.0828	0.6230
dextrieux (dlab)	Elastic-Net	81.2667	149	0.0790	0.6188
random 200 3	Elastic-Net	81.4222	200	0.0756	0.6208
random 400 2	Elastic-Net	82.4667	400	0.0777	0.6228
gordon (abox)	Elastic-Net	82.4889	333	0.0798	0.6209
random 900 2	Elastic-Net	82.6222	900	0.0803	0.6234
random 300 4	Elastic-Net	82.6444	300	0.0770	0.6217
fan (abox)	Elastic-Net	83.0222	210	0.0796	0.6200
random 6000 4	Elastic-Net	83.9111	6000	0.0828	0.6227
random 500 3	Elastic-Net	84.0000	500	0.0789	0.6231
aicha	Elastic-Net	85.0000	341	0.0792	0.6207
random 700 3	Elastic-Net	85.4000	700	0.0783	0.6235
random 400 1	Elastic-Net	85.6222	400	0.0787	0.6203
brainnetome	Elastic-Net	86.7778	216	0.0787	0.6205
random 6000 0	Elastic-Net	87.1111	6000	0.0826	0.6223
shen 368	Elastic-Net	87.1111	330	0.0765	0.6232
random 300 3	Elastic-Net	88.0444	300	0.0758	0.6213
random 900 4	Elastic-Net	88.8667	900	0.0819	0.6194
freesurfer destr	Elastic-Net	89.6889	150	0.0736	0.6195
CAPRSC	Elastic-Net	90.5333	333	0.0775	0.6210
random 200 1	Elastic-Net	90.5778	200	0.0751	0.6196
schaefer 200	Elastic-Net	90.9111	200	0.0760	0.6204
mist 122	Elastic-Net	91.6889	102	0.0756	0.6178
basc scale122	Elastic-Net	91.7556	102	0.0756	0.6178
shen (abox)	Elastic-Net	92.5333	200	0.0764	0.6210
harvard oxford cort 1mm	Elastic-Net	92.6667	48	0.0746	0.6154
random 300 1	Elastic-Net	93.4222	300	0.0755	0.6201
Slab1068	Elastic-Net	94.1778	699	0.0769	0.6215
random 400 0	Elastic-Net	95.3111	400	0.0764	0.6178
shen 268	Elastic-Net	96.7333	207	0.0793	0.6174
difumo 128	Elastic-Net	97.4667	124	0.0745	0.6168
harvard oxford cort maxprob thr25 1mm	Elastic-Net	98.1111	48	0.0732	0.6139
gordon	Elastic-Net	99.8667	333	0.0767	0.6190
Slab907	Elastic-Net	100.6889	661	0.0746	0.6208
random 400 3	Elastic-Net	100.7111	400	0.0768	0.6171
harvard oxford cort maxprob thr0 1mm	Elastic-Net	101.0000	48	0.0733	0.6139
random 150 3	Elastic-Net	103.0667	150	0.0736	0.6144
random 300 2	Elastic-Net	104.2444	300	0.0739	0.6196
CPAC200	Elastic-Net	107.0889	174	0.0726	0.6168
aal	Elastic-Net	110.4000	84	0.0703	0.6131
random 100 4	Elastic-Net	110.5778	100	0.0699	0.6131
mist 64	Elastic-Net	110.8444	55	0.0720	0.6115
basc scale064	Elastic-Net	110.9111	55	0.0720	0.6115
brodmann	Elastic-Net	111.1778	41	0.0689	0.6136
random 150 4	Elastic-Net	112.0667	150	0.0718	0.6163
random 200 4	Elastic-Net	112.3556	200	0.0723	0.6157
random 150 2	Elastic-Net	113.3778	150	0.0697	0.6167
random 150 0	Elastic-Net	116.5778	150	0.0685	0.6161
random 200 0	Elastic-Net	117.2222	200	0.0724	0.6139
schaefer 100	Elastic-Net	118.4667	100	0.0708	0.6125
power (abox)	Elastic-Net	119.3556	130	0.0705	0.6155
random 150 1	Elastic-Net	119.6000	150	0.0688	0.6146
MICCAI	Elastic-Net	120.3333	110	0.0703	0.6123
nspn500	Elastic-Net	122.2000	156	0.0677	0.6152
random 200 2	Elastic-Net	123.2444	200	0.0718	0.6142
economo	Elastic-Net	124.2000	43	0.0690	0.6106
baldassano (abox)	Elastic-Net	124.5111	171	0.0693	0.6142
random 80 3	Elastic-Net	127.8667	80	0.0671	0.6114
icosahedron 42 (dlab)	Elastic-Net	129.2222	81	0.0652	0.6101
random 60 2	Elastic-Net	129.7556	60	0.0625	0.6096
random 70 3	Elastic-Net	130.2667	70	0.0664	0.6100
random 100 2	Elastic-Net	130.3333	100	0.0671	0.6121
harvard oxford cort maxprob thr50 1mm	Elastic-Net	131.4000	47	0.0664	0.6097
difumo 64	Elastic-Net	132.9111	62	0.0635	0.6099
random 90 3	Elastic-Net	133.8444	90	0.0656	0.6096
random 90 0	Elastic-Net	136.1778	90	0.0643	0.6109
random 70 2	Elastic-Net	137.1111	70	0.0631	0.6086
random 100 0	Elastic-Net	137.3111	100	0.0668	0.6104
random 80 0	Elastic-Net	137.4667	80	0.0646	0.6098
random 70 0	Elastic-Net	139.8444	70	0.0619	0.6083
mist 36	Elastic-Net	140.6889	30	0.0604	0.6054
basc scale036	Elastic-Net	140.8889	30	0.0604	0.6054
random 90 4	Elastic-Net	141.2889	90	0.0688	0.6098
random 90 2	Elastic-Net	141.3333	90	0.0634	0.6086
vdg11b	Elastic-Net	141.3556	104	0.0645	0.6067
desikan (dlab)	Elastic-Net	141.6889	69	0.0661	0.6063
random 100 3	Elastic-Net	143.7333	100	0.0649	0.6092
random 80 2	Elastic-Net	145.2222	80	0.0628	0.6081
freesurfer desikan	Elastic-Net	145.7333	68	0.0613	0.6061
random 100 1	Elastic-Net	145.9333	100	0.0621	0.6080
aal (abox)	Elastic-Net	146.4889	82	0.0673	0.6059
desikan (abox)	Elastic-Net	146.6222	70	0.0662	0.6056
random 80 1	Elastic-Net	148.2444	80	0.0619	0.6077
random 90 1	Elastic-Net	149.3333	90	0.0625	0.6084
random 60 0	Elastic-Net	149.8889	60	0.0596	0.6054
power2011 (dlab)	Elastic-Net	151.2889	69	0.0603	0.6074
random 50 2	Elastic-Net	152.2444	50	0.0582	0.6042
random 60 3	Elastic-Net	152.4667	60	0.0618	0.6064
basc scale020	Elastic-Net	153.4000	19	0.0534	0.6010
random 70 4	Elastic-Net	153.4444	70	0.0638	0.6057
mist 20	Elastic-Net	153.6889	19	0.0534	0.6010
yeo (abox)	Elastic-Net	153.9556	96	0.0608	0.6085
Hammersmith	Elastic-Net	154.3556	63	0.0619	0.6029
random 40 3	Elastic-Net	157.4667	40	0.0572	0.6016
random 80 4	Elastic-Net	159.2889	80	0.0647	0.6037
random 40 2	Elastic-Net	161.1556	40	0.0554	0.6022
random 50 1	Elastic-Net	161.3111	50	0.0544	0.6039
random 50 4	Elastic-Net	162.7556	50	0.0575	0.6014
random 70 1	Elastic-Net	163.2444	70	0.0581	0.6045
yeo 17networks	Elastic-Net	164.4667	17	0.0490	0.5992
msdl	Elastic-Net	165.0444	39	0.0556	0.6018
random 50 3	Elastic-Net	165.1556	50	0.0590	0.6020
random 50 0	Elastic-Net	166.3333	50	0.0537	0.6005
Juelich	Elastic-Net	168.3111	92	0.0552	0.6020
random 60 4	Elastic-Net	169.2000	60	0.0570	0.6019
random 40 0	Elastic-Net	169.4667	40	0.0517	0.5992
random 60 1	Elastic-Net	172.4222	60	0.0580	0.6012
random 40 1	Elastic-Net	173.3556	40	0.0509	0.5993
random 30 3	Elastic-Net	175.2000	30	0.0475	0.5959
random 30 2	Elastic-Net	176.1556	30	0.0498	0.5968
random 30 4	Elastic-Net	181.7778	30	0.0471	0.5941
random 30 1	Elastic-Net	181.8667	30	0.0462	0.5960
yeo 7networks	Elastic-Net	183.4889	7	0.0412	0.5850
random 40 4	Elastic-Net	184.9111	40	0.0497	0.5940
random 20 3	Elastic-Net	185.0222	20	0.0433	0.5930
random 30 0	Elastic-Net	186.4667	30	0.0478	0.5907
random 20 0	Elastic-Net	186.6667	20	0.0403	0.5909
random 20 4	Elastic-Net	189.0889	20	0.0411	0.5869
mist 12	Elastic-Net	190.1333	12	0.0409	0.5862
basc scale012	Elastic-Net	190.2444	12	0.0409	0.5862
craddock tcorr 2level	Elastic-Net	190.4444	43	0.0424	0.5926
craddock tcorr mean	Elastic-Net	191.3111	43	0.0408	0.5926
random 20 2	Elastic-Net	192.3778	20	0.0358	0.5891
craddock scorr mean	Elastic-Net	193.8667	43	0.0412	0.5879
random 20 1	Elastic-Net	194.9111	20	0.0390	0.5885
random 10 3	Elastic-Net	194.9778	10	0.0335	0.5817
mist 7	Elastic-Net	195.2667	7	0.0318	0.5787
basc scale007	Elastic-Net	195.3333	7	0.0318	0.5787
random 10 1	Elastic-Net	195.4444	10	0.0313	0.5779
craddock scorr 2level	Elastic-Net	197.0444	43	0.0415	0.5904
random 10 4	Elastic-Net	204.2889	10	0.0281	0.5719
random 10 2	Elastic-Net	206.6889	10	0.0279	0.5779
random 10 0	Elastic-Net	207.8222	10	0.0260	0.5692
oasis.chubs	Elastic-Net	210.3556	8	0.0264	0.5638
Princetonvisual top	Elastic-Net	211.6000	43	0.0275	0.5658
random 4000 1	LGBM	51.9556	4000	0.0706	0.6149
random 5000 4	LGBM	53.3556	5000	0.0724	0.6120
difumo 1024	LGBM	54.6667	949	0.0715	0.6127
icosahedron 1442 (dlab)	LGBM	54.7111	2637	0.0714	0.6129
random 2000 4	LGBM	55.0889	2000	0.0704	0.6121
random 2000 1	LGBM	55.7111	2000	0.0700	0.6130
random 5000 0	LGBM	55.8000	5000	0.0724	0.6126
random 5000 2	LGBM	56.0000	5000	0.0712	0.6149
random 3000 3	LGBM	56.9111	3000	0.0721	0.6116
random 4000 0	LGBM	57.1111	4000	0.0718	0.6133
random 4000 2	LGBM	57.6000	4000	0.0716	0.6116
random 6000 1	LGBM	57.6222	6000	0.0709	0.6124
random 2000 2	LGBM	58.7778	2000	0.0722	0.6094
random 1500 0	LGBM	58.8444	1500	0.0702	0.6125
random 6000 0	LGBM	59.3778	6000	0.0717	0.6129
random 5000 3	LGBM	59.4667	5000	0.0706	0.6140
random 3000 0	LGBM	59.7111	3000	0.0711	0.6118
random 1500 4	LGBM	60.3111	1500	0.0698	0.6112
random 3000 1	LGBM	60.3333	3000	0.0710	0.6122
random 1000 2	LGBM	60.4000	1000	0.0697	0.6107
random 4000 3	LGBM	60.9333	4000	0.0724	0.6115
random 2000 3	LGBM	61.4444	2000	0.0717	0.6119
icosahedron 642 (dlab)	LGBM	61.5333	1186	0.0709	0.6111
random 2000 0	LGBM	62.5111	2000	0.0717	0.6097
sjh	LGBM	62.5111	507	0.0684	0.6117
schaefer 600	LGBM	63.0667	600	0.0696	0.6109
icosahedron 362 (dlab)	LGBM	63.3333	669	0.0687	0.6107
random 1000 4	LGBM	63.9556	1000	0.0692	0.6108
random 3000 2	LGBM	64.1556	3000	0.0697	0.6109
random 3000 4	LGBM	64.1556	3000	0.0717	0.6106
random 800 3	LGBM	64.1556	800	0.0681	0.6090
icosahedron 1002 (dlab)	LGBM	64.6667	1838	0.0689	0.6120
random 700 4	LGBM	65.0222	700	0.0686	0.6088
random 1500 3	LGBM	65.6889	1500	0.0703	0.6098
random 800 4	LGBM	65.7333	800	0.0673	0.6090
random 6000 2	LGBM	65.9333	6000	0.0709	0.6114
random 900 0	LGBM	65.9556	900	0.0680	0.6099
random 5000 1	LGBM	66.2000	5000	0.0693	0.6133
schaefer 900	LGBM	66.4000	900	0.0685	0.6100
random 900 1	LGBM	66.8889	900	0.0694	0.6070
icosahedron 162 (dlab)	LGBM	67.0222	305	0.0666	0.6103
random 700 0	LGBM	68.5111	700	0.0685	0.6076
random 1500 1	LGBM	68.8444	1500	0.0705	0.6092
random 600 3	LGBM	68.8667	600	0.0674	0.6094
mist 325	LGBM	70.2000	273	0.0639	0.6087
random 6000 3	LGBM	70.2889	6000	0.0708	0.6104
mist 444	LGBM	70.3111	374	0.0671	0.6079
random 700 1	LGBM	70.5778	700	0.0675	0.6088
random 700 2	LGBM	70.7333	700	0.0684	0.6067
random 1500 2	LGBM	70.9778	1500	0.0694	0.6095
random 1000 0	LGBM	71.0667	1000	0.0681	0.6091
schaefer 800	LGBM	71.2222	800	0.0672	0.6103
schaefer 400	LGBM	71.2667	400	0.0670	0.6090
random 1000 1	LGBM	71.3778	1000	0.0672	0.6101
difumo 512	LGBM	71.3778	478	0.0672	0.6077
random 6000 4	LGBM	71.8222	6000	0.0702	0.6106
random 1000 3	LGBM	72.1556	1000	0.0669	0.6096
difumo 256	LGBM	72.3333	240	0.0652	0.6065
schaefer 700	LGBM	72.4222	700	0.0683	0.6082
basc scale444	LGBM	73.2444	374	0.0666	0.6076
random 4000 4	LGBM	74.6667	4000	0.0691	0.6112
random 600 0	LGBM	74.7556	600	0.0662	0.6074
random 600 2	LGBM	75.6444	600	0.0687	0.6072
basc scale325	LGBM	75.8222	273	0.0643	0.6083
random 800 2	LGBM	76.0889	800	0.0680	0.6071
random 500 1	LGBM	76.1778	500	0.0686	0.6038
smith rsn70	LGBM	76.2222	70	0.0650	0.6030
schaefer 1000	LGBM	76.4667	998	0.0698	0.6072
random 700 3	LGBM	77.0444	700	0.0648	0.6077
random 300 0	LGBM	78.4222	300	0.0640	0.6060
random 900 3	LGBM	78.6222	900	0.0669	0.6069
random 500 2	LGBM	78.7778	500	0.0667	0.6077
random 600 1	LGBM	78.9333	600	0.0666	0.6056
random 600 4	LGBM	79.4000	600	0.0673	0.6046
basc scale197	LGBM	79.4667	165	0.0640	0.6035
random 500 4	LGBM	79.5333	500	0.0665	0.6042
schaefer 300	LGBM	79.6667	300	0.0627	0.6085
schaefer 500	LGBM	80.2000	500	0.0653	0.6089
random 800 0	LGBM	80.3778	800	0.0661	0.6081
random 500 0	LGBM	80.8000	500	0.0640	0.6080
destrieux (abox)	LGBM	81.0667	150	0.0624	0.6054
random 900 4	LGBM	81.8000	900	0.0673	0.6060
mist 197	LGBM	82.6667	165	0.0630	0.6033
glasser (abox)	LGBM	83.0000	360	0.0657	0.6062
Slab1068	LGBM	84.6222	699	0.0666	0.6059
random 900 2	LGBM	84.7111	900	0.0650	0.6086
random 800 1	LGBM	84.8889	800	0.0674	0.6057
random 400 3	LGBM	85.2000	400	0.0645	0.6036
random 400 1	LGBM	85.2667	400	0.0641	0.6059
allen	LGBM	85.4889	75	0.0657	0.5989
gordon (abox)	LGBM	85.7778	333	0.0648	0.6081
random 300 4	LGBM	85.8444	300	0.0635	0.6055
random 400 2	LGBM	85.8889	400	0.0637	0.6062
shen (abox)	LGBM	86.7111	200	0.0632	0.6062
random 500 3	LGBM	88.8000	500	0.0635	0.6064
Slab907	LGBM	89.0889	661	0.0657	0.6043
schaefer 200	LGBM	89.7333	200	0.0618	0.6039
glasser 2016 (dlab)	LGBM	89.8222	360	0.0640	0.6066
fan (abox)	LGBM	90.4000	210	0.0650	0.6026
hcp mmp	LGBM	90.5111	360	0.0644	0.6059
random 300 3	LGBM	90.7778	300	0.0633	0.6021
smith bm70	LGBM	90.8889	70	0.0619	0.6018
freesurfer destr	LGBM	91.1778	150	0.0613	0.6027
gordon	LGBM	91.4667	333	0.0632	0.6050
random 400 4	LGBM	91.5111	400	0.0651	0.6042
brainnetome	LGBM	91.7556	216	0.0632	0.6028
shen 368	LGBM	92.7111	330	0.0619	0.6059
shen 268	LGBM	93.1333	207	0.0632	0.6048
dextrieux (dlab)	LGBM	94.3111	149	0.0609	0.6026
random 200 2	LGBM	94.6222	200	0.0616	0.6010
CAPRSC	LGBM	95.6000	333	0.0621	0.6054
random 300 1	LGBM	98.5111	300	0.0619	0.6021
random 200 1	LGBM	98.5333	200	0.0596	0.6029
random 200 4	LGBM	100.3111	200	0.0601	0.6012
aicha	LGBM	100.7111	341	0.0632	0.6019
random 400 0	LGBM	101.6667	400	0.0605	0.6025
random 200 3	LGBM	102.6222	200	0.0612	0.5990
basc scale122	LGBM	103.9333	102	0.0588	0.6001
harvard oxford cort 1mm	LGBM	104.0222	48	0.0587	0.5965
random 150 3	LGBM	105.2222	150	0.0583	0.5999
random 300 2	LGBM	106.9556	300	0.0605	0.6000
CPAC200	LGBM	109.0667	174	0.0589	0.5991
difumo 128	LGBM	109.2889	124	0.0593	0.5996
mist 122	LGBM	110.3778	102	0.0581	0.6009
random 200 0	LGBM	113.6889	200	0.0587	0.5968
random 150 2	LGBM	114.5778	150	0.0573	0.5982
random 150 0	LGBM	115.7778	150	0.0551	0.5990
baldassano (abox)	LGBM	116.0222	171	0.0561	0.5986
random 150 4	LGBM	118.8667	150	0.0558	0.5982
MICCAI	LGBM	119.1778	110	0.0562	0.5973
power (abox)	LGBM	120.2000	130	0.0560	0.5994
schaefer 100	LGBM	121.8889	100	0.0559	0.5953
nspn500	LGBM	122.4444	156	0.0527	0.5973
random 100 4	LGBM	123.0444	100	0.0555	0.5934
mist 64	LGBM	123.6667	55	0.0556	0.5921
aal	LGBM	123.7333	84	0.0556	0.5941
harvard oxford cort maxprob thr25 1mm	LGBM	124.7333	48	0.0549	0.5932
random 150 1	LGBM	125.1111	150	0.0541	0.5971
vdg11b	LGBM	125.1111	104	0.0545	0.5934
harvard oxford cort maxprob thr0 1mm	LGBM	125.4000	48	0.0554	0.5930
brodmann	LGBM	125.6667	41	0.0532	0.5929
random 70 2	LGBM	126.8444	70	0.0501	0.5925
basc scale064	LGBM	127.2889	55	0.0551	0.5923
desikan (dlab)	LGBM	128.0222	69	0.0520	0.5931
random 90 4	LGBM	128.3556	90	0.0526	0.5952
random 90 0	LGBM	129.4000	90	0.0502	0.5951
random 100 0	LGBM	129.6667	100	0.0529	0.5955
freesurfer desikan	LGBM	130.6222	68	0.0513	0.5906
random 90 2	LGBM	130.7556	90	0.0513	0.5934
random 100 2	LGBM	130.8444	100	0.0520	0.5939
random 80 3	LGBM	131.6889	80	0.0521	0.5933
random 70 3	LGBM	131.8000	70	0.0511	0.5933
desikan (abox)	LGBM	131.8889	70	0.0507	0.5928
icosahedron 42 (dlab)	LGBM	134.5778	81	0.0500	0.5940
random 80 0	LGBM	134.8444	80	0.0505	0.5956
random 90 1	LGBM	136.4667	90	0.0487	0.5932
random 100 1	LGBM	136.7111	100	0.0499	0.5915
random 60 2	LGBM	137.0222	60	0.0485	0.5908
mist 36	LGBM	137.4667	30	0.0492	0.5875
random 90 3	LGBM	138.1778	90	0.0517	0.5925
economo	LGBM	138.6000	43	0.0524	0.5912
random 100 3	LGBM	138.8000	100	0.0511	0.5931
harvard oxford cort maxprob thr50 1mm	LGBM	138.9556	47	0.0529	0.5912
random 70 0	LGBM	139.1333	70	0.0496	0.5898
random 80 2	LGBM	141.8444	80	0.0499	0.5930
random 70 4	LGBM	142.1778	70	0.0503	0.5908
basc scale036	LGBM	142.6000	30	0.0488	0.5864
aal (abox)	LGBM	144.5333	82	0.0521	0.5891
random 70 1	LGBM	144.7778	70	0.0475	0.5882
random 80 1	LGBM	145.9778	80	0.0475	0.5909
Hammersmith	LGBM	146.8889	63	0.0496	0.5888
random 60 3	LGBM	148.5556	60	0.0474	0.5891
difumo 64	LGBM	149.4889	62	0.0474	0.5901
power2011 (dlab)	LGBM	150.2667	69	0.0451	0.5906
random 50 2	LGBM	151.1111	50	0.0447	0.5865
yeo (abox)	LGBM	151.3778	96	0.0480	0.5893
random 40 3	LGBM	152.3111	40	0.0453	0.5838
basc scale020	LGBM	153.3778	19	0.0441	0.5823
random 60 0	LGBM	155.5778	60	0.0461	0.5899
random 80 4	LGBM	156.1333	80	0.0475	0.5903
random 40 2	LGBM	156.2667	40	0.0435	0.5830
random 50 3	LGBM	157.4444	50	0.0444	0.5849
mist 20	LGBM	159.3111	19	0.0441	0.5805
random 40 0	LGBM	161.9556	40	0.0432	0.5823
Juelich	LGBM	162.0000	92	0.0432	0.5852
random 50 0	LGBM	162.0667	50	0.0419	0.5847
random 30 3	LGBM	162.2667	30	0.0394	0.5803
random 60 4	LGBM	163.1333	60	0.0443	0.5831
random 50 4	LGBM	166.7556	50	0.0445	0.5818
random 40 1	LGBM	167.2667	40	0.0407	0.5820
yeo 17networks	LGBM	167.6667	17	0.0392	0.5798
msdl	LGBM	168.5556	39	0.0444	0.5813
random 60 1	LGBM	169.6000	60	0.0449	0.5850
random 50 1	LGBM	169.7111	50	0.0429	0.5843
random 30 2	LGBM	170.4000	30	0.0421	0.5790
random 30 0	LGBM	174.5778	30	0.0364	0.5772
random 30 4	LGBM	176.5778	30	0.0368	0.5788
random 40 4	LGBM	176.7333	40	0.0397	0.5774
random 20 3	LGBM	176.8667	20	0.0367	0.5750
random 30 1	LGBM	182.4889	30	0.0350	0.5757
random 20 0	LGBM	184.1778	20	0.0356	0.5707
random 20 4	LGBM	185.1778	20	0.0322	0.5664
mist 12	LGBM	188.3111	12	0.0323	0.5709
random 20 1	LGBM	189.3778	20	0.0322	0.5716
basc scale012	LGBM	191.1333	12	0.0322	0.5697
yeo 7networks	LGBM	191.7111	7	0.0313	0.5687
random 20 2	LGBM	196.1333	20	0.0309	0.5684
random 10 0	LGBM	199.1111	10	0.0227	0.5547
random 10 2	LGBM	199.4444	10	0.0266	0.5594
random 10 3	LGBM	199.5556	10	0.0294	0.5635
craddock tcorr 2level	LGBM	200.4667	43	0.0200	0.5613
mist 7	LGBM	200.6222	7	0.0241	0.5612
random 10 1	LGBM	200.7111	10	0.0264	0.5583
Princetonvisual top	LGBM	203.2000	43	0.0234	0.5599
basc scale007	LGBM	203.2444	7	0.0236	0.5589
random 10 4	LGBM	204.0444	10	0.0241	0.5563
craddock scorr 2level	LGBM	206.0000	43	0.0198	0.5545
craddock tcorr mean	LGBM	206.8444	43	0.0214	0.5594
craddock scorr mean	LGBM	207.2889	43	0.0198	0.5565
oasis.chubs	LGBM	207.5778	8	0.0234	0.5537
random 4000 1	SVM	25.3778	4000	0.0936	0.6359
random 5000 2	SVM	25.5778	5000	0.0944	0.6363
random 4000 0	SVM	26.4667	4000	0.0929	0.6362
icosahedron 1442 (dlab)	SVM	28.3778	2637	0.0920	0.6367
random 5000 4	SVM	28.7556	5000	0.0927	0.6362
random 3000 1	SVM	30.5333	3000	0.0914	0.6364
random 3000 4	SVM	30.9556	3000	0.0907	0.6362
random 4000 4	SVM	31.0000	4000	0.0930	0.6353
random 6000 0	SVM	31.2667	6000	0.0938	0.6358
random 4000 2	SVM	31.6000	4000	0.0932	0.6353
icosahedron 1002 (dlab)	SVM	31.8444	1838	0.0913	0.6358
random 5000 0	SVM	31.9333	5000	0.0930	0.6355
random 6000 1	SVM	32.2667	6000	0.0933	0.6357
random 4000 3	SVM	32.4444	4000	0.0924	0.6354
random 3000 2	SVM	32.6667	3000	0.0918	0.6357
random 2000 4	SVM	32.7778	2000	0.0909	0.6360
random 6000 2	SVM	32.8000	6000	0.0936	0.6356
random 6000 4	SVM	33.0889	6000	0.0933	0.6359
random 2000 0	SVM	33.2222	2000	0.0914	0.6349
random 5000 1	SVM	33.2222	5000	0.0926	0.6354
random 5000 3	SVM	33.3778	5000	0.0919	0.6357
random 1500 1	SVM	35.2889	1500	0.0897	0.6348
random 6000 3	SVM	35.4222	6000	0.0926	0.6354
random 3000 0	SVM	35.6222	3000	0.0911	0.6351
random 3000 3	SVM	35.9556	3000	0.0907	0.6354
random 2000 3	SVM	36.8000	2000	0.0909	0.6344
random 1500 0	SVM	36.9111	1500	0.0890	0.6355
random 2000 2	SVM	37.9111	2000	0.0909	0.6346
random 2000 1	SVM	38.6444	2000	0.0897	0.6345
icosahedron 642 (dlab)	SVM	38.6667	1186	0.0895	0.6350
random 1500 3	SVM	38.8444	1500	0.0902	0.6342
random 1500 4	SVM	39.6000	1500	0.0897	0.6344
difumo 1024	SVM	40.3556	949	0.0867	0.6352
random 1000 4	SVM	42.7333	1000	0.0871	0.6344
random 1500 2	SVM	46.7333	1500	0.0892	0.6337
random 1000 0	SVM	47.6000	1000	0.0866	0.6333
schaefer 1000	SVM	49.3111	998	0.0864	0.6336
schaefer 900	SVM	51.2889	900	0.0860	0.6330
random 1000 2	SVM	51.6444	1000	0.0867	0.6326
random 800 4	SVM	52.0000	800	0.0847	0.6326
random 900 1	SVM	52.9111	900	0.0857	0.6321
random 900 0	SVM	54.1111	900	0.0851	0.6327
schaefer 700	SVM	54.4444	700	0.0853	0.6322
schaefer 800	SVM	54.8000	800	0.0859	0.6324
random 800 2	SVM	55.3111	800	0.0844	0.6339
icosahedron 362 (dlab)	SVM	55.6444	669	0.0863	0.6328
random 1000 3	SVM	55.7556	1000	0.0845	0.6323
difumo 512	SVM	55.7778	478	0.0836	0.6323
random 600 2	SVM	56.3556	600	0.0827	0.6330
random 800 3	SVM	57.3556	800	0.0842	0.6320
sjh	SVM	58.3111	507	0.0833	0.6336
random 1000 1	SVM	59.7333	1000	0.0860	0.6307
random 700 4	SVM	60.4444	700	0.0837	0.6311
random 900 2	SVM	61.2000	900	0.0832	0.6322
random 700 1	SVM	61.8222	700	0.0845	0.6319
random 900 4	SVM	62.0889	900	0.0856	0.6303
random 700 0	SVM	62.7333	700	0.0844	0.6304
basc scale444	SVM	63.0667	374	0.0811	0.6320
mist 444	SVM	63.1778	374	0.0811	0.6320
schaefer 600	SVM	63.9778	600	0.0824	0.6318
random 700 2	SVM	64.0667	700	0.0822	0.6312
random 800 0	SVM	64.4222	800	0.0834	0.6309
random 900 3	SVM	64.5333	900	0.0834	0.6309
random 800 1	SVM	65.4000	800	0.0832	0.6308
random 600 0	SVM	65.6444	600	0.0812	0.6318
random 500 1	SVM	65.9333	500	0.0813	0.6306
random 600 1	SVM	66.9333	600	0.0820	0.6305
icosahedron 162 (dlab)	SVM	67.7111	305	0.0804	0.6303
random 700 3	SVM	69.0000	700	0.0803	0.6306
random 500 2	SVM	69.1778	500	0.0816	0.6292
schaefer 400	SVM	71.2000	400	0.0804	0.6300
schaefer 500	SVM	73.7556	500	0.0822	0.6290
Slab1068	SVM	74.8667	699	0.0804	0.6289
random 500 0	SVM	76.1556	500	0.0791	0.6298
basc scale325	SVM	78.0889	273	0.0776	0.6297
mist 325	SVM	78.1556	273	0.0776	0.6297
random 500 3	SVM	78.7778	500	0.0800	0.6293
random 400 4	SVM	79.7111	400	0.0782	0.6295
Slab907	SVM	79.8000	661	0.0783	0.6277
glasser 2016 (dlab)	SVM	79.8444	360	0.0782	0.6294
random 600 3	SVM	79.8667	600	0.0775	0.6294
glasser (abox)	SVM	79.9111	360	0.0782	0.6294
hcp mmp	SVM	80.1111	360	0.0782	0.6294
random 500 4	SVM	80.2667	500	0.0800	0.6286
difumo 256	SVM	80.6444	240	0.0762	0.6280
gordon (abox)	SVM	81.6222	333	0.0781	0.6286
aicha	SVM	82.5111	341	0.0777	0.6275
random 600 4	SVM	82.5778	600	0.0797	0.6286
random 400 1	SVM	85.6889	400	0.0773	0.6275
CAPRSC	SVM	85.7778	333	0.0762	0.6278
schaefer 300	SVM	87.9778	300	0.0766	0.6271
shen 368	SVM	88.9778	330	0.0757	0.6281
random 300 4	SVM	90.1556	300	0.0746	0.6263
random 400 2	SVM	90.2444	400	0.0763	0.6279
basc scale197	SVM	91.3778	165	0.0737	0.6252
mist 197	SVM	91.4444	165	0.0737	0.6252
gordon	SVM	91.5556	333	0.0754	0.6263
random 400 3	SVM	93.1778	400	0.0756	0.6260
random 300 0	SVM	93.3111	300	0.0760	0.6257
brainnetome	SVM	95.8889	216	0.0742	0.6246
fan (abox)	SVM	96.1333	210	0.0749	0.6239
random 400 0	SVM	96.1333	400	0.0749	0.6254
random 300 1	SVM	97.3778	300	0.0745	0.6252
destrieux (abox)	SVM	97.7778	150	0.0725	0.6242
shen (abox)	SVM	101.2889	200	0.0724	0.6243
shen 268	SVM	102.1111	207	0.0747	0.6237
dextrieux (dlab)	SVM	102.9778	149	0.0718	0.6236
random 200 3	SVM	103.1556	200	0.0702	0.6238
random 200 1	SVM	104.0444	200	0.0708	0.6228
random 300 2	SVM	104.5333	300	0.0730	0.6223
random 200 2	SVM	105.9333	200	0.0701	0.6228
CPAC200	SVM	106.4889	174	0.0691	0.6218
random 300 3	SVM	106.8889	300	0.0725	0.6229
smith rsn70	SVM	108.6222	70	0.0689	0.6196
allen	SVM	109.2889	75	0.0706	0.6185
freesurfer destr	SVM	111.4000	150	0.0684	0.6215
smith bm70	SVM	112.0222	70	0.0661	0.6198
schaefer 200	SVM	113.1333	200	0.0697	0.6217
random 150 3	SVM	113.7556	150	0.0681	0.6195
random 150 0	SVM	117.5333	150	0.0658	0.6188
random 200 4	SVM	121.5778	200	0.0675	0.6199
mist 122	SVM	121.8889	102	0.0661	0.6190
basc scale122	SVM	121.9556	102	0.0661	0.6190
random 200 0	SVM	122.0889	200	0.0673	0.6191
baldassano (abox)	SVM	122.6000	171	0.0660	0.6181
difumo 128	SVM	122.9778	124	0.0672	0.6179
random 150 4	SVM	123.3333	150	0.0677	0.6182
random 150 1	SVM	125.4000	150	0.0649	0.6166
nspn500	SVM	127.6222	156	0.0628	0.6174
harvard oxford cort 1mm	SVM	127.8444	48	0.0646	0.6150
random 150 2	SVM	128.7111	150	0.0652	0.6168
random 100 4	SVM	129.0667	100	0.0624	0.6145
schaefer 100	SVM	130.6889	100	0.0629	0.6151
MICCAI	SVM	131.0889	110	0.0646	0.6150
aal	SVM	132.7778	84	0.0621	0.6136
random 100 2	SVM	136.1333	100	0.0598	0.6137
power (abox)	SVM	136.5333	130	0.0640	0.6161
mist 64	SVM	136.5333	55	0.0599	0.6121
basc scale064	SVM	136.6444	55	0.0599	0.6121
harvard oxford cort maxprob thr25 1mm	SVM	137.3778	48	0.0611	0.6117
random 100 0	SVM	138.7556	100	0.0599	0.6133
brodmann	SVM	140.1778	41	0.0590	0.6114
harvard oxford cort maxprob thr0 1mm	SVM	140.5556	48	0.0618	0.6099
random 60 2	SVM	144.2222	60	0.0506	0.6091
random 100 1	SVM	144.4889	100	0.0546	0.6105
icosahedron 42 (dlab)	SVM	144.7333	81	0.0553	0.6114
random 90 0	SVM	146.8222	90	0.0539	0.6118
aal (abox)	SVM	147.4889	82	0.0579	0.6093
vdg11b	SVM	148.0444	104	0.0596	0.6083
random 90 2	SVM	148.5778	90	0.0553	0.6094
random 80 0	SVM	148.6444	80	0.0543	0.6112
random 90 4	SVM	149.4222	90	0.0595	0.6103
random 90 3	SVM	149.4889	90	0.0568	0.6098
random 70 3	SVM	150.0222	70	0.0542	0.6100
harvard oxford cort maxprob thr50 1mm	SVM	150.2667	47	0.0577	0.6091
random 80 3	SVM	151.1556	80	0.0568	0.6100
freesurfer desikan	SVM	151.3333	68	0.0515	0.6073
random 70 2	SVM	151.6222	70	0.0510	0.6087
random 100 3	SVM	152.0000	100	0.0569	0.6101
economo	SVM	152.7778	43	0.0584	0.6069
desikan (dlab)	SVM	155.2222	69	0.0556	0.6072
random 70 0	SVM	156.7111	70	0.0500	0.6079
random 90 1	SVM	158.3556	90	0.0539	0.6086
desikan (abox)	SVM	158.4667	70	0.0541	0.6071
random 80 2	SVM	158.6889	80	0.0518	0.6073
random 70 4	SVM	159.0667	70	0.0517	0.6068
yeo (abox)	SVM	159.3556	96	0.0522	0.6088
difumo 64	SVM	159.6667	62	0.0511	0.6070
random 60 3	SVM	161.0444	60	0.0515	0.6062
random 80 1	SVM	161.4889	80	0.0507	0.6081
random 80 4	SVM	163.5111	80	0.0547	0.6057
basc scale036	SVM	163.8222	30	0.0529	0.6030
mist 36	SVM	163.8444	30	0.0529	0.6030
random 40 3	SVM	164.0222	40	0.0493	0.6010
random 50 2	SVM	164.0667	50	0.0480	0.6027
random 50 1	SVM	164.2000	50	0.0462	0.6054
Hammersmith	SVM	165.6667	63	0.0501	0.6008
random 60 0	SVM	167.4667	60	0.0468	0.6039
power2011 (dlab)	SVM	167.4889	69	0.0476	0.6068
random 70 1	SVM	168.9778	70	0.0487	0.6043
random 50 4	SVM	171.1556	50	0.0471	0.5987
random 40 0	SVM	172.5333	40	0.0459	0.5985
random 40 2	SVM	172.6444	40	0.0471	0.5996
random 50 3	SVM	173.0667	50	0.0480	0.6001
random 60 1	SVM	173.4889	60	0.0465	0.6020
msdl	SVM	174.2667	39	0.0475	0.6004
Juelich	SVM	174.6444	92	0.0476	0.6019
random 40 1	SVM	174.9556	40	0.0447	0.5995
random 50 0	SVM	176.0222	50	0.0434	0.5999
random 60 4	SVM	177.5333	60	0.0440	0.6000
random 30 2	SVM	179.0000	30	0.0443	0.5941
mist 20	SVM	179.2889	19	0.0450	0.5956
basc scale020	SVM	179.3111	19	0.0450	0.5956
random 30 3	SVM	181.9778	30	0.0416	0.5958
yeo 17networks	SVM	184.4222	17	0.0422	0.5945
random 30 4	SVM	184.6444	30	0.0406	0.5935
random 40 4	SVM	187.3556	40	0.0430	0.5917
random 30 0	SVM	190.1556	30	0.0422	0.5901
random 20 3	SVM	190.6222	20	0.0382	0.5903
random 30 1	SVM	190.6667	30	0.0389	0.5928
random 20 0	SVM	194.2889	20	0.0378	0.5881
yeo 7networks	SVM	195.3333	7	0.0352	0.5814
random 20 4	SVM	197.9778	20	0.0354	0.5832
random 20 2	SVM	198.7778	20	0.0315	0.5847
random 20 1	SVM	200.9333	20	0.0343	0.5853
craddock tcorr 2level	SVM	201.0444	43	0.0288	0.5841
craddock tcorr mean	SVM	201.8444	43	0.0282	0.5823
mist 12	SVM	201.9778	12	0.0338	0.5809
basc scale012	SVM	202.0444	12	0.0338	0.5809
random 10 3	SVM	202.7556	10	0.0300	0.5778
random 10 1	SVM	203.2667	10	0.0277	0.5721
mist 7	SVM	203.8889	7	0.0278	0.5725
basc scale007	SVM	203.9111	7	0.0278	0.5725
craddock scorr 2level	SVM	206.8222	43	0.0271	0.5761
craddock scorr mean	SVM	207.8444	43	0.0260	0.5767
random 10 2	SVM	208.3111	10	0.0261	0.5713
random 10 4	SVM	209.1778	10	0.0255	0.5643
Princetonvisual top	SVM	209.4889	43	0.0233	0.5679
random 10 0	SVM	210.5333	10	0.0242	0.5623
oasis.chubs	SVM	210.6667	8	0.0224	0.5578