Ensemble Intra-Pipeline Table

This table includes results from the extension ensemble intra-pipeline comparison. The only parcellations used here are ensemble based combinations of multiple parcellations. 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
stacked random 500 10 0	Elastic-Net	31.7556	5000	0.0943	0.6326
stacked random 400 10 1	Elastic-Net	32.0444	4000	0.0931	0.6355
stacked random 500 8 0	Elastic-Net	32.7778	4000	0.0940	0.6326
voted random 500 10 0	Elastic-Net	34.1556	5000	0.0905	0.6372
stacked random 500 10 1	Elastic-Net	34.6444	5000	0.0941	0.6342
stacked random 300 10 1	Elastic-Net	36.3333	3000	0.0926	0.6348
stacked random 400 10 0	Elastic-Net	37.4000	4000	0.0928	0.6340
stacked random 400 8 0	Elastic-Net	38.2222	3200	0.0925	0.6341
stacked random 400 8 1	Elastic-Net	39.0444	3200	0.0925	0.6345
voted random 500 8 0	Elastic-Net	39.1111	4000	0.0901	0.6368
stacked random 500 8 1	Elastic-Net	39.1778	4000	0.0936	0.6333
voted random 500 10 1	Elastic-Net	41.2889	5000	0.0902	0.6366
stacked random 300 8 1	Elastic-Net	41.4222	2400	0.0921	0.6336
voted random 400 10 1	Elastic-Net	42.0000	4000	0.0891	0.6380
stacked random 500 5 0	Elastic-Net	42.4222	2500	0.0932	0.6312
voted random 300 10 1	Elastic-Net	44.0222	3000	0.0881	0.6385
stacked random 200 10 1	Elastic-Net	45.9778	2000	0.0915	0.6323
voted random 500 8 1	Elastic-Net	46.7556	4000	0.0898	0.6359
stacked random 300 10 0	Elastic-Net	46.7778	3000	0.0919	0.6309
voted random 400 10 0	Elastic-Net	46.8222	4000	0.0888	0.6366
voted random 200 10 1	Elastic-Net	47.1778	2000	0.0875	0.6367
stacked random 400 5 0	Elastic-Net	47.6222	2000	0.0913	0.6328
stacked random 100 1000 10 1	Elastic-Net	48.1333	5500	0.0926	0.6314
stacked random 500 5 1	Elastic-Net	48.6222	2500	0.0920	0.6327
voted random 400 8 1	Elastic-Net	48.8444	3200	0.0887	0.6368
stacked random 400 5 1	Elastic-Net	48.9333	2000	0.0913	0.6330
stacked random 200 10 0	Elastic-Net	49.4222	2000	0.0904	0.6330
stacked random 100 1000 10 0	Elastic-Net	49.5111	5500	0.0917	0.6307
stacked random 200 8 1	Elastic-Net	49.8667	1600	0.0911	0.6308
stacked random 300 8 0	Elastic-Net	50.1111	2400	0.0912	0.6312
voted random 300 8 1	Elastic-Net	50.2000	2400	0.0878	0.6372
voted random 500 5 0	Elastic-Net	50.4889	2500	0.0898	0.6347
stacked random 100 1000 8 1	Elastic-Net	50.5333	4397	0.0919	0.6321
voted random 300 10 0	Elastic-Net	50.9556	3000	0.0875	0.6367
stacked random 300 1200 10 1	Elastic-Net	51.0222	7500	0.0917	0.6324
voted random 400 8 0	Elastic-Net	51.8222	3200	0.0885	0.6358
voted random 200 8 1	Elastic-Net	51.9333	1600	0.0873	0.6360
voted random 100 1000 10 1	Elastic-Net	55.0222	5500	0.0885	0.6361
stacked random 300 1200 8 1	Elastic-Net	55.5556	5997	0.0918	0.6302
stacked random 200 8 0	Elastic-Net	55.8444	1600	0.0899	0.6316
stacked random 300 1200 5 1	Elastic-Net	56.3333	3750	0.0915	0.6317
voted random 300 8 0	Elastic-Net	56.5556	2400	0.0870	0.6360
stacked random 300 1200 8 0	Elastic-Net	56.7778	5997	0.0907	0.6318
stacked random 500 3 0	Elastic-Net	56.8444	1500	0.0915	0.6289
voted random 500 5 1	Elastic-Net	57.2444	2500	0.0887	0.6349
voted random 300 1200 10 1	Elastic-Net	57.4444	7500	0.0885	0.6361
stacked random 300 1200 10 0	Elastic-Net	57.6667	7500	0.0914	0.6294
voted random 200 10 0	Elastic-Net	57.8444	2000	0.0865	0.6355
voted random 100 1000 10 0	Elastic-Net	58.0444	5500	0.0884	0.6345
stacked random 100 1000 8 0	Elastic-Net	58.4444	4397	0.0908	0.6304
stacked random 300 5 0	Elastic-Net	58.5111	1500	0.0901	0.6299
stacked random 300 5 1	Elastic-Net	59.0889	1500	0.0896	0.6322
voted random 400 5 1	Elastic-Net	59.3556	2000	0.0880	0.6349
voted random 400 5 0	Elastic-Net	59.4889	2000	0.0878	0.6345
voted random 300 1200 8 1	Elastic-Net	60.2222	5997	0.0886	0.6353
voted random 500 3 0	Elastic-Net	60.6000	1500	0.0890	0.6339
stacked random 100 1000 5 1	Elastic-Net	61.0222	2750	0.0908	0.6312
stacked random 100 10 1	Elastic-Net	61.1556	1000	0.0894	0.6298
voted random 300 1200 10 0	Elastic-Net	61.2000	7500	0.0884	0.6339
voted random 100 1000 8 1	Elastic-Net	61.5333	4397	0.0879	0.6357
stacked random 300 1200 3 1	Elastic-Net	61.8667	2250	0.0906	0.6304
voted random 300 5 1	Elastic-Net	62.9333	1500	0.0861	0.6356
stacked random 100 1000 5 0	Elastic-Net	63.0667	2750	0.0908	0.6296
voted random 300 1200 5 1	Elastic-Net	63.0667	3750	0.0883	0.6348
stacked random 300 1200 5 0	Elastic-Net	63.1111	3750	0.0907	0.6291
voted random 200 8 0	Elastic-Net	63.8667	1600	0.0862	0.6342
voted random 300 5 0	Elastic-Net	64.3778	1500	0.0863	0.6349
stacked random 200 5 1	Elastic-Net	65.8889	1000	0.0893	0.6305
voted random 300 1200 8 0	Elastic-Net	65.8889	5997	0.0878	0.6339
voted random 100 10 1	Elastic-Net	65.9333	1000	0.0860	0.6322
voted random 300 1200 5 0	Elastic-Net	66.9333	3750	0.0880	0.6333
stacked random 100 8 1	Elastic-Net	67.3778	800	0.0884	0.6283
stacked random 500 3 1	Elastic-Net	68.4889	1500	0.0892	0.6302
stacked random 100 1000 3 0	Elastic-Net	68.6222	1650	0.0901	0.6285
voted random 200 5 1	Elastic-Net	68.6222	1000	0.0859	0.6332
voted random 100 1000 8 0	Elastic-Net	68.7556	4397	0.0872	0.6341
stacked random 100 10 0	Elastic-Net	69.0889	1000	0.0880	0.6294
stacked random 50 500 10 1	Elastic-Net	69.4000	2750	0.0889	0.6301
stacked random 50 500 8 1	Elastic-Net	70.7111	2197	0.0884	0.6306
voted random 100 1000 5 1	Elastic-Net	70.7111	2750	0.0871	0.6337
stacked random 200 5 0	Elastic-Net	70.9333	1000	0.0885	0.6284
voted random 100 8 1	Elastic-Net	70.9778	800	0.0852	0.6315
voted random 300 1200 3 1	Elastic-Net	71.1333	2250	0.0874	0.6342
voted random 100 1000 5 0	Elastic-Net	72.3556	2750	0.0875	0.6330
stacked random 400 3 1	Elastic-Net	72.6667	1200	0.0886	0.6281
voted random 100 10 0	Elastic-Net	72.7778	1000	0.0847	0.6324
stacked random 50 500 8 0	Elastic-Net	72.9111	2197	0.0888	0.6283
voted random 400 3 1	Elastic-Net	73.2000	1200	0.0861	0.6337
stacked random 100 1000 3 1	Elastic-Net	73.4889	1650	0.0897	0.6279
stacked random 50 500 5 0	Elastic-Net	73.4889	1374	0.0882	0.6284
voted random 200 5 0	Elastic-Net	73.5778	1000	0.0854	0.6324
stacked random 400 3 0	Elastic-Net	73.6000	1200	0.0888	0.6287
voted random 500 3 1	Elastic-Net	73.9556	1500	0.0866	0.6329
stacked random 50 500 10 0	Elastic-Net	74.5333	2750	0.0883	0.6293
stacked random 100 8 0	Elastic-Net	76.4444	800	0.0878	0.6279
stacked random 300 1200 3 0	Elastic-Net	76.9778	2250	0.0894	0.6265
voted random 400 3 0	Elastic-Net	77.4889	1200	0.0864	0.6321
voted random 300 1200 3 0	Elastic-Net	79.2222	2250	0.0866	0.6315
stacked random 300 3 1	Elastic-Net	79.8667	900	0.0869	0.6283
voted random 100 1000 3 0	Elastic-Net	79.8667	1650	0.0869	0.6315
voted random 100 8 0	Elastic-Net	80.0000	800	0.0845	0.6309
voted random 300 3 1	Elastic-Net	80.9111	900	0.0842	0.6328
stacked random 50 500 5 1	Elastic-Net	81.3778	1374	0.0871	0.6287
stacked random 100 5 1	Elastic-Net	81.4444	500	0.0863	0.6247
voted random 50 500 10 1	Elastic-Net	81.6222	2750	0.0845	0.6333
voted random 50 500 10 0	Elastic-Net	81.6667	2750	0.0847	0.6324
voted random 100 1000 3 1	Elastic-Net	82.4222	1650	0.0863	0.6310
voted random 300 3 0	Elastic-Net	82.4667	900	0.0841	0.6325
stacked random 300 3 0	Elastic-Net	82.6889	900	0.0868	0.6270
voted random 50 500 8 0	Elastic-Net	82.8667	2197	0.0845	0.6318
voted random 50 500 8 1	Elastic-Net	83.4000	2197	0.0840	0.6333
voted random 100 5 1	Elastic-Net	83.5111	500	0.0841	0.6290
stacked random 100 5 0	Elastic-Net	85.1778	500	0.0861	0.6241
voted random 50 500 5 1	Elastic-Net	85.2000	1374	0.0829	0.6329
stacked random 200 3 1	Elastic-Net	85.3778	600	0.0853	0.6250
voted random 50 500 5 0	Elastic-Net	85.8667	1374	0.0836	0.6310
stacked random 50 500 3 0	Elastic-Net	86.9556	825	0.0871	0.6225
voted random 200 3 1	Elastic-Net	87.8000	600	0.0829	0.6298
voted random 100 5 0	Elastic-Net	87.9111	500	0.0835	0.6282
stacked random 50 500 3 1	Elastic-Net	90.0667	825	0.0859	0.6282
stacked random 200 3 0	Elastic-Net	91.5111	600	0.0858	0.6243
voted random 200 3 0	Elastic-Net	95.1778	600	0.0835	0.6279
voted random 50 500 3 1	Elastic-Net	95.8667	825	0.0811	0.6306
stacked random 100 3 1	Elastic-Net	95.9778	300	0.0827	0.6235
voted random 100 3 1	Elastic-Net	96.6444	300	0.0815	0.6258
voted random 50 500 3 0	Elastic-Net	100.8889	825	0.0824	0.6277
voted random 100 3 0	Elastic-Net	101.0222	300	0.0807	0.6243
stacked random 100 3 0	Elastic-Net	102.8444	300	0.0820	0.6197
voted random 500 10 0	LGBM	18.9111	5000	0.0918	0.6369
stacked random 500 10 0	LGBM	21.8222	5000	0.0965	0.6329
stacked random 500 10 1	LGBM	23.8222	5000	0.0962	0.6320
voted random 500 10 1	LGBM	24.9556	5000	0.0916	0.6348
stacked random 400 10 1	LGBM	25.6667	4000	0.0934	0.6337
voted random 500 8 0	LGBM	26.5556	4000	0.0908	0.6353
stacked random 500 8 0	LGBM	27.2222	4000	0.0952	0.6316
stacked random 100 1000 10 0	LGBM	27.4444	5500	0.0946	0.6314
stacked random 300 1200 10 0	LGBM	27.9556	7500	0.0951	0.6305
stacked random 400 10 0	LGBM	29.1111	4000	0.0945	0.6313
voted random 300 1200 10 1	LGBM	29.6000	7500	0.0913	0.6346
voted random 400 10 1	LGBM	29.6222	4000	0.0893	0.6366
voted random 300 1200 10 0	LGBM	29.6889	7500	0.0913	0.6332
stacked random 300 1200 10 1	LGBM	31.2000	7500	0.0949	0.6310
voted random 100 1000 10 0	LGBM	31.5333	5500	0.0900	0.6344
voted random 500 8 1	LGBM	32.2889	4000	0.0907	0.6336
stacked random 500 8 1	LGBM	32.4222	4000	0.0948	0.6302
voted random 400 10 0	LGBM	33.7333	4000	0.0895	0.6341
voted random 300 1200 8 1	LGBM	34.8444	5997	0.0907	0.6340
stacked random 400 8 1	LGBM	35.0222	3200	0.0923	0.6322
stacked random 300 10 1	LGBM	35.2444	3000	0.0928	0.6303
stacked random 400 8 0	LGBM	35.2444	3200	0.0937	0.6300
stacked random 300 10 0	LGBM	35.5111	3000	0.0929	0.6295
stacked random 300 1200 8 1	LGBM	35.8000	5997	0.0940	0.6304
stacked random 200 10 1	LGBM	36.7556	2000	0.0913	0.6296
stacked random 100 1000 10 1	LGBM	36.8000	5500	0.0940	0.6290
voted random 100 1000 10 1	LGBM	37.2889	5500	0.0895	0.6333
voted random 400 8 0	LGBM	38.2444	3200	0.0892	0.6331
stacked random 300 1200 8 0	LGBM	39.0667	5997	0.0942	0.6291
voted random 300 1200 8 0	LGBM	39.1556	5997	0.0909	0.6318
voted random 300 10 1	LGBM	39.2444	3000	0.0882	0.6338
voted random 300 10 0	LGBM	39.5778	3000	0.0878	0.6338
voted random 400 8 1	LGBM	39.8000	3200	0.0883	0.6348
stacked random 300 8 1	LGBM	40.4222	2400	0.0918	0.6280
stacked random 100 1000 8 1	LGBM	40.8222	4397	0.0925	0.6303
voted random 100 1000 8 0	LGBM	41.6444	4397	0.0885	0.6325
stacked random 200 10 0	LGBM	42.5333	2000	0.0903	0.6294
stacked random 300 8 0	LGBM	43.4222	2400	0.0914	0.6292
voted random 500 5 0	LGBM	43.6222	2500	0.0893	0.6315
voted random 100 1000 8 1	LGBM	43.8000	4397	0.0886	0.6329
voted random 200 10 1	LGBM	43.8000	2000	0.0861	0.6334
voted random 300 8 1	LGBM	44.5556	2400	0.0875	0.6330
stacked random 500 5 0	LGBM	44.6667	2500	0.0924	0.6278
stacked random 200 8 1	LGBM	47.7333	1600	0.0895	0.6282
voted random 300 8 0	LGBM	47.7778	2400	0.0873	0.6323
voted random 200 10 0	LGBM	47.8000	2000	0.0851	0.6333
stacked random 100 1000 8 0	LGBM	48.3778	4397	0.0925	0.6269
stacked random 200 8 0	LGBM	50.1556	1600	0.0897	0.6279
voted random 200 8 0	LGBM	52.6444	1600	0.0850	0.6317
stacked random 50 500 10 0	LGBM	52.8889	2750	0.0897	0.6272
voted random 500 5 1	LGBM	53.1333	2500	0.0883	0.6304
voted random 200 8 1	LGBM	53.3111	1600	0.0849	0.6316
stacked random 500 5 1	LGBM	54.9778	2500	0.0912	0.6270
voted random 300 1200 5 0	LGBM	55.8667	3750	0.0888	0.6279
voted random 400 5 0	LGBM	55.8667	2000	0.0875	0.6295
stacked random 300 1200 5 1	LGBM	57.0000	3750	0.0904	0.6268
stacked random 300 1200 5 0	LGBM	57.0444	3750	0.0914	0.6247
voted random 300 1200 5 1	LGBM	58.0000	3750	0.0880	0.6294
stacked random 50 500 10 1	LGBM	58.3111	2750	0.0888	0.6270
stacked random 400 5 0	LGBM	58.7111	2000	0.0909	0.6250
voted random 50 500 10 0	LGBM	58.8444	2750	0.0843	0.6316
stacked random 50 500 8 0	LGBM	61.1778	2197	0.0885	0.6259
voted random 400 5 1	LGBM	61.2222	2000	0.0865	0.6298
voted random 50 500 10 1	LGBM	61.4000	2750	0.0837	0.6307
stacked random 100 1000 5 0	LGBM	62.5111	2750	0.0903	0.6243
voted random 300 5 0	LGBM	62.8222	1500	0.0856	0.6293
stacked random 400 5 1	LGBM	62.8444	2000	0.0891	0.6267
voted random 100 1000 5 0	LGBM	64.7556	2750	0.0867	0.6278
stacked random 300 5 1	LGBM	66.4889	1500	0.0879	0.6257
voted random 300 5 1	LGBM	66.5778	1500	0.0851	0.6286
stacked random 100 1000 5 1	LGBM	67.7111	2750	0.0889	0.6249
voted random 50 500 8 0	LGBM	68.2444	2197	0.0827	0.6301
stacked random 50 500 8 1	LGBM	68.2667	2197	0.0876	0.6264
voted random 100 1000 5 1	LGBM	68.6222	2750	0.0857	0.6282
stacked random 300 5 0	LGBM	69.9556	1500	0.0883	0.6236
voted random 200 5 0	LGBM	71.7333	1000	0.0832	0.6274
voted random 50 500 8 1	LGBM	72.0000	2197	0.0829	0.6295
voted random 500 3 0	LGBM	72.8667	1500	0.0864	0.6251
stacked random 500 3 0	LGBM	74.8444	1500	0.0881	0.6226
stacked random 200 5 0	LGBM	75.2667	1000	0.0863	0.6223
stacked random 100 10 1	LGBM	75.7556	1000	0.0833	0.6213
voted random 200 5 1	LGBM	77.4222	1000	0.0822	0.6263
stacked random 200 5 1	LGBM	77.4444	1000	0.0853	0.6233
stacked random 50 500 5 0	LGBM	80.8222	1374	0.0857	0.6212
voted random 100 10 1	LGBM	81.4000	1000	0.0775	0.6257
voted random 50 500 5 0	LGBM	82.6222	1374	0.0811	0.6254
voted random 500 3 1	LGBM	82.8222	1500	0.0834	0.6257
voted random 100 10 0	LGBM	83.8889	1000	0.0773	0.6257
stacked random 100 8 1	LGBM	84.2222	800	0.0820	0.6196
voted random 400 3 0	LGBM	84.4889	1200	0.0840	0.6235
voted random 50 500 5 1	LGBM	85.4444	1374	0.0802	0.6269
voted random 300 1200 3 1	LGBM	85.6667	2250	0.0842	0.6241
voted random 100 8 1	LGBM	85.8889	800	0.0768	0.6242
stacked random 300 1200 3 1	LGBM	86.1556	2250	0.0856	0.6217
stacked random 100 10 0	LGBM	86.2667	1000	0.0828	0.6203
voted random 300 3 0	LGBM	87.6667	900	0.0819	0.6238
voted random 300 1200 3 0	LGBM	87.8444	2250	0.0846	0.6219
stacked random 50 500 5 1	LGBM	88.7111	1374	0.0842	0.6221
voted random 400 3 1	LGBM	88.7111	1200	0.0819	0.6257
stacked random 400 3 0	LGBM	89.1778	1200	0.0853	0.6203
voted random 300 3 1	LGBM	89.1778	900	0.0810	0.6247
stacked random 300 1200 3 0	LGBM	89.6000	2250	0.0860	0.6198
stacked random 500 3 1	LGBM	91.1111	1500	0.0844	0.6200
voted random 100 8 0	LGBM	91.3556	800	0.0766	0.6228
voted random 100 1000 3 0	LGBM	91.9111	1650	0.0823	0.6224
stacked random 100 1000 3 0	LGBM	92.4667	1650	0.0851	0.6190
stacked random 300 3 1	LGBM	94.3556	900	0.0819	0.6212
stacked random 100 8 0	LGBM	95.0000	800	0.0813	0.6186
stacked random 400 3 1	LGBM	95.1333	1200	0.0829	0.6222
voted random 100 1000 3 1	LGBM	96.8000	1650	0.0814	0.6214
stacked random 100 1000 3 1	LGBM	98.0222	1650	0.0835	0.6189
stacked random 300 3 0	LGBM	99.5333	900	0.0823	0.6157
voted random 200 3 1	LGBM	100.0889	600	0.0777	0.6208
voted random 200 3 0	LGBM	100.6222	600	0.0800	0.6202
voted random 100 5 0	LGBM	101.2667	500	0.0743	0.6207
voted random 100 5 1	LGBM	101.4000	500	0.0746	0.6197
stacked random 200 3 0	LGBM	101.7333	600	0.0813	0.6166
stacked random 50 500 3 0	LGBM	102.2222	825	0.0810	0.6166
voted random 50 500 3 1	LGBM	104.6889	825	0.0764	0.6204
voted random 50 500 3 0	LGBM	104.8000	825	0.0776	0.6193
stacked random 200 3 1	LGBM	104.8667	600	0.0793	0.6177
stacked random 50 500 3 1	LGBM	105.7111	825	0.0794	0.6191
stacked random 100 5 1	LGBM	106.2222	500	0.0781	0.6143
stacked random 100 5 0	LGBM	109.0444	500	0.0779	0.6119
stacked random 100 3 0	LGBM	115.3556	300	0.0716	0.6111
voted random 100 3 0	LGBM	115.6000	300	0.0703	0.6125
voted random 100 3 1	LGBM	116.4667	300	0.0705	0.6131
stacked random 100 3 1	LGBM	120.8222	300	0.0721	0.6073
voted random 500 10 0	SVM	25.6889	5000	0.0936	0.6399
voted random 500 10 1	SVM	29.3556	5000	0.0933	0.6396
voted random 500 8 0	SVM	30.2667	4000	0.0933	0.6393
voted random 300 1200 10 0	SVM	32.9778	7500	0.0944	0.6382
voted random 500 8 1	SVM	34.9778	4000	0.0927	0.6389
voted random 400 10 1	SVM	35.0444	4000	0.0928	0.6392
voted random 400 10 0	SVM	35.0889	4000	0.0930	0.6389
stacked random 500 10 0	SVM	35.2444	5000	0.0951	0.6370
voted random 300 1200 8 1	SVM	35.9111	5997	0.0939	0.6384
voted random 300 1200 10 1	SVM	36.5778	7500	0.0939	0.6389
voted random 400 8 0	SVM	37.0889	3200	0.0926	0.6388
stacked random 500 10 1	SVM	37.2444	5000	0.0947	0.6373
stacked random 500 8 0	SVM	37.3556	4000	0.0947	0.6371
voted random 300 1200 8 0	SVM	37.8444	5997	0.0936	0.6380
voted random 500 5 0	SVM	38.8000	2500	0.0927	0.6380
voted random 400 8 1	SVM	39.6444	3200	0.0922	0.6386
stacked random 400 10 0	SVM	40.7111	4000	0.0942	0.6369
stacked random 300 1200 10 0	SVM	41.4667	7500	0.0948	0.6366
stacked random 400 8 0	SVM	41.6667	3200	0.0938	0.6366
stacked random 500 8 1	SVM	41.9111	4000	0.0940	0.6369
stacked random 300 1200 8 0	SVM	42.3778	5997	0.0944	0.6372
stacked random 300 1200 8 1	SVM	42.4889	5997	0.0945	0.6368
stacked random 400 10 1	SVM	42.5333	4000	0.0940	0.6365
voted random 100 1000 10 0	SVM	42.8444	5500	0.0925	0.6377
voted random 300 1200 5 0	SVM	43.2444	3750	0.0934	0.6375
voted random 300 1200 5 1	SVM	43.5778	3750	0.0933	0.6381
voted random 100 1000 10 1	SVM	43.8444	5500	0.0924	0.6385
stacked random 300 1200 10 1	SVM	43.8889	7500	0.0942	0.6375
voted random 500 5 1	SVM	43.9111	2500	0.0919	0.6381
stacked random 500 5 0	SVM	44.9778	2500	0.0938	0.6362
stacked random 100 1000 10 0	SVM	45.4444	5500	0.0942	0.6351
stacked random 300 10 1	SVM	46.5778	3000	0.0921	0.6376
stacked random 100 1000 10 1	SVM	46.6667	5500	0.0939	0.6373
stacked random 400 8 1	SVM	46.7778	3200	0.0934	0.6358
stacked random 300 1200 5 1	SVM	46.8444	3750	0.0939	0.6368
stacked random 500 5 1	SVM	47.0000	2500	0.0929	0.6368
stacked random 100 1000 8 1	SVM	47.2222	4397	0.0932	0.6365
voted random 400 5 0	SVM	47.2889	2000	0.0914	0.6380
voted random 300 10 1	SVM	47.7556	3000	0.0896	0.6390
stacked random 400 5 0	SVM	48.4889	2000	0.0923	0.6365
stacked random 300 1200 5 0	SVM	49.1333	3750	0.0938	0.6361
voted random 400 5 1	SVM	49.5556	2000	0.0910	0.6379
stacked random 300 8 1	SVM	50.0222	2400	0.0914	0.6375
stacked random 300 1200 3 1	SVM	50.4000	2250	0.0928	0.6368
voted random 300 1200 3 1	SVM	50.4000	2250	0.0920	0.6378
stacked random 400 5 1	SVM	50.4222	2000	0.0921	0.6366
voted random 100 1000 8 1	SVM	50.7111	4397	0.0913	0.6382
voted random 300 10 0	SVM	52.3111	3000	0.0894	0.6380
voted random 300 8 1	SVM	52.3556	2400	0.0891	0.6383
stacked random 300 10 0	SVM	53.1778	3000	0.0918	0.6355
stacked random 300 8 0	SVM	54.3333	2400	0.0911	0.6359
voted random 100 1000 8 0	SVM	55.4444	4397	0.0912	0.6370
voted random 300 8 0	SVM	56.0222	2400	0.0889	0.6376
voted random 300 1200 3 0	SVM	56.6889	2250	0.0916	0.6369
voted random 500 3 0	SVM	57.4889	1500	0.0912	0.6361
stacked random 100 1000 5 0	SVM	57.5111	2750	0.0928	0.6352
stacked random 100 1000 8 0	SVM	58.4000	4397	0.0932	0.6348
stacked random 100 1000 5 1	SVM	58.7111	2750	0.0918	0.6360
stacked random 300 1200 3 0	SVM	59.0444	2250	0.0924	0.6359
stacked random 500 3 0	SVM	60.5111	1500	0.0919	0.6350
voted random 500 3 1	SVM	60.5556	1500	0.0896	0.6370
voted random 100 1000 5 0	SVM	60.8667	2750	0.0904	0.6366
voted random 200 10 1	SVM	61.2000	2000	0.0872	0.6374
stacked random 200 10 1	SVM	61.2222	2000	0.0512	0.6359
voted random 200 10 0	SVM	62.4889	2000	0.0865	0.6370
voted random 100 1000 5 1	SVM	63.6889	2750	0.0894	0.6370
voted random 400 3 0	SVM	63.8222	1200	0.0895	0.6364
stacked random 300 5 0	SVM	63.8667	1500	0.0896	0.6355
stacked random 500 3 1	SVM	63.8889	1500	0.0903	0.6357
voted random 200 8 1	SVM	64.6000	1600	0.0867	0.6369
stacked random 200 8 1	SVM	64.8889	1600	0.0522	0.6354
stacked random 200 10 0	SVM	65.0667	2000	0.0681	0.6327
voted random 300 5 0	SVM	65.6889	1500	0.0878	0.6368
stacked random 300 5 1	SVM	66.0667	1500	0.0887	0.6365
voted random 300 5 1	SVM	66.5111	1500	0.0871	0.6368
stacked random 200 8 0	SVM	67.1333	1600	0.0864	0.6346
voted random 200 8 0	SVM	67.5778	1600	0.0862	0.6362
stacked random 100 1000 3 0	SVM	67.6444	1650	0.0911	0.6342
stacked random 400 3 0	SVM	68.3556	1200	0.0898	0.6337
stacked random 50 500 8 0	SVM	70.0000	2197	0.0899	0.6348
stacked random 100 1000 3 1	SVM	70.5111	1650	0.0903	0.6352
stacked random 50 500 8 1	SVM	70.6000	2197	0.0895	0.6338
voted random 400 3 1	SVM	71.6222	1200	0.0885	0.6363
stacked random 400 3 1	SVM	72.0000	1200	0.0896	0.6352
stacked random 50 500 10 1	SVM	72.2222	2750	0.0897	0.6344
stacked random 300 3 0	SVM	73.2222	900	0.0869	0.6355
voted random 100 1000 3 0	SVM	73.4444	1650	0.0880	0.6355
stacked random 50 500 10 0	SVM	73.7778	2750	0.0898	0.6302
stacked random 50 500 5 1	SVM	73.8889	1374	0.0885	0.6340
stacked random 200 5 1	SVM	73.9556	1000	0.0577	0.6346
stacked random 50 500 5 0	SVM	75.1778	1374	0.0888	0.6328
voted random 300 3 0	SVM	75.9333	900	0.0857	0.6357
voted random 100 1000 3 1	SVM	77.1778	1650	0.0875	0.6354
voted random 200 5 1	SVM	77.2000	1000	0.0848	0.6355
voted random 50 500 10 0	SVM	77.6889	2750	0.0861	0.6350
voted random 50 500 5 1	SVM	77.8889	1374	0.0848	0.6352
voted random 50 500 5 0	SVM	78.4000	1374	0.0852	0.6347
voted random 50 500 10 1	SVM	78.4667	2750	0.0860	0.6352
voted random 50 500 8 0	SVM	78.5556	2197	0.0859	0.6354
voted random 200 5 0	SVM	79.2444	1000	0.0848	0.6350
stacked random 200 5 0	SVM	79.4222	1000	0.0789	0.6334
voted random 50 500 8 1	SVM	80.3111	2197	0.0858	0.6352
stacked random 300 3 1	SVM	80.5778	900	0.0861	0.6345
voted random 300 3 1	SVM	80.8222	900	0.0850	0.6351
stacked random 50 500 3 1	SVM	83.0222	825	0.0864	0.6338
stacked random 50 500 3 0	SVM	88.2667	825	0.0869	0.6300
voted random 50 500 3 1	SVM	90.5778	825	0.0821	0.6336
voted random 50 500 3 0	SVM	92.0222	825	0.0823	0.6329
voted random 200 3 1	SVM	93.1333	600	0.0812	0.6331
stacked random 100 10 0	SVM	94.2889	1000	0.0810	0.6288
voted random 200 3 0	SVM	95.8889	600	0.0822	0.6321
voted random 100 10 0	SVM	96.1333	1000	0.0764	0.6311
voted random 100 10 1	SVM	97.3778	1000	0.0768	0.6314
stacked random 200 3 0	SVM	98.9778	600	0.0839	0.6290
voted random 100 8 1	SVM	99.3111	800	0.0759	0.6306
stacked random 100 10 1	SVM	99.8222	1000	0.0811	0.6270
stacked random 100 8 0	SVM	99.9111	800	0.0804	0.6279
stacked random 200 3 1	SVM	99.9111	600	0.0531	0.6272
stacked random 100 8 1	SVM	100.5111	800	0.0798	0.6282
voted random 100 8 0	SVM	102.2444	800	0.0762	0.6299
voted random 100 5 0	SVM	106.8889	500	0.0751	0.6284
voted random 100 5 1	SVM	107.7111	500	0.0741	0.6285
stacked random 100 5 0	SVM	108.2222	500	0.0783	0.6234
stacked random 100 5 1	SVM	109.1556	500	0.0771	0.6264
stacked random 100 3 1	SVM	115.1333	300	0.0731	0.6249
voted random 100 3 1	SVM	115.3111	300	0.0714	0.6259
stacked random 100 3 0	SVM	116.7333	300	0.0731	0.6229
voted random 100 3 0	SVM	116.9333	300	0.0713	0.6239