Pool + DCtree

Pool+DCtree_l*: 1.5748
Pool+DCtree_l*_f25: 1.535   (*=962)
Pool+DCtree_l*_f50: 1.5696 (*=946)
Pool+DCtree_l*_f100: 1.5748 (*=922)
Pool+DCtree_l*_f150: 1.5848 (*=931) 


--


Pool+DCtree_l*_f25: 1.535   (*=962)
Pool+DCtree_l960_f25: 1.5112
Pool+DCtree_l950_f25: 1.6394 
Pool+DCtree_l968_f25: 2.2784
Pool+DCtree_l955_f25: 1.5272
Pool+DCtree_l958_f25: 1.4992
Pool+DCtree_l957_f25: 1.5132
Pool+DCtree_l959_f25: 1.5132


--
Pool+DCtree_l*_f50: 1.5696 (*=946)
Pool+DCtree_l940_f50: 1.6362
 Pool+DCtree_l943_f50: 1.6562
 Pool+DCtree_l930_f50: 1.6786

--

把Pool Ein的算法重寫了一遍  寫成跟upload那裡的算法一樣

Pool+DCtree_l*_f25: 1.5236    (*=958, Ein=1.6150)
Pool+DCtree_l*_f50: 1.5602    (*=945, Ein=1.5404)
Pool+DCtree_l*_f100: 1.553    (*=936, Ein=1.5185)
Pool+DCtree_l*_f150: 1.5436  (*=916, Ein=1.5271)
Pool+DCtree_l*_fall: 1.5512  (*=938, Ein=1.5461) 

i = 50
Pool+DCtree_l*_f25: 1.5148    (*=1028, Ein=1.4910)

Pool+DCtree_l*_f25: 1.5148    (*=1028, Ein=1.4910)
Pool+DCtree_l1020_f25: 1.5848 
Pool+DCtree_l1027_f25: 1.5568 
Pool+DCtree_l1029_f25: 1.5642



--
d的取法是randperm, 不是ranked f

RandomPool_l*_i50_d25: 1.5822 (*= 696, Ein = 1.6409)
RandomPool_l*_i50_d50: 1.5592 (*= 683, Ein = 1.6125)


--

Pool+DCtree_l*_f25: 1.5236  (*=958, Ein=1.6150) 
Pool+DCtree_l950_f25: 1.5414
Pool+DCtree_l955_f25: 1.5408
Pool+DCtree_l955_f25: 1.5336
Pool+DCtree_l957_f25: 1.5416
Pool+DCtree_l959_f25: 1.5656

--

Pool+DCtree_l*_f50: 1.5602  (*=945, Ein=1.5404)
Pool+DCtree_l946_f50: 1.5848
Pool+DCtree_l944_f50: 1.5522
Pool+DCtree_l942_f50: 1.5146
Pool+DCtree_l940_f50: 1.4926
Pool+DCtree_l941_f50: 1.4926
Pool+DCtree_l938_f50: 1.5436

--

Pool+DCtree_l*_f100: 1.553 (*=936, Ein=1.5185)
Pool+DCtree_l930_f100: 1.5024
Pool+DCtree_l931_f100: 1.5104 
Pool+DCtree_l932_f100: 1.5012
Pool+DCtree_l934_f100: 1.5298
Pool+DCtree_l928_f100: 1.497
Pool+DCtree_l927_f100: 1.4906
Pool+DCtree_l926_f100: 1.499
Pool+DCtree_l925_f100: 1.5096

--

Pool+DCtree_l*_f150: 1.5436  (*=916, Ein=1.5271)
Pool+DCtree_l910_f150: 1.515
Pool+DCtree_l907_f150: 1.4932
Pool+DCtree_l906_f150: 1.5056
Pool+DCtree_l905_f150: 1.4916
Pool+DCtree_l904_f150: 1.4978 
Pool+DCtree_l903_f150: 1.4998
Pool+DCtree_l900_f150: 1.5294


--

Nearest Neighbor

Nearest Neighbor: 2.0432

SVM + DCtree

SVM+DCtree: 1.5826
SVM+DCtree_1: 1.6634 
SVM+DCtree_4: 1.6944
SVM+DCtree+NN: 1.6394
SVM+DCtree+NN: 1.6234

Matlab DCtree

mat_DCtree: 1.88
mat_DCtree_cost: 1.8682
mat_DCtree_cost_l100: 1.728
mat_DCtree_cost_l200: 1.6598
mat_DCtree_cost_l300: 1.5402
mat_DCtree_cost_l310: 1.545
mat_DCtree_cost_l305: 1.511
mat_DCtree_cost_l303: 1.5188
mat_DCtree_cost_l308: 1.5152
mat_DCtree_cost_l306: 1.5172
mat_DCtree_cost_l304: 1.511

--
mat_DCtree_l*: 1.8512
mat_DCtree_cost_l*: 1.5776

mat_DCtree_cost_l*_mapcateg: 1.553

--

mat_DCtree_cost_l1000_w: 1.6554
mat_DCtree_cost_l1030_w: 1.6214
mat_DCtree_cost_l1050_w: 1.5186
mat_DCtree_cost_l1055_w: 1.5547
mat_DCtree_cost_l1040_w: 1.547
mat_DCtree_cost_l1045_w: 1.5236
mat_DCtree_cost_l1048_w: 1.5144
mat_DCtree_cost_l1049_w: 1.5086

--
mat_DCtree_twoing_cost_l*_w_sel100: 1.553     (*=1088)
mat_DCtree_twoing_cost_l*_w_sel100: 1.5466   (*=1086)
mat_DCtree_cost_l*_w_sel100: 1.553     (*=1099)
mat_DCtree_cost_l1090_w_sel100: 1.4776

mat_DCtree_cost_l1050_w_sel100: 1.633
mat_DCtree_cost_l1075_w_sel100: 1.5726 
mat_DCtree_cost_l1085_w_sel100: 1.4652
mat_DCtree_cost_l1080_w_sel100: 1.5806
mat_DCtree_cost_l1083_w_sel100: 1.5292
mat_DCtree_cost_l1088_w_sel100: 1.478
mat_DCtree_cost_l1086_w_sel100: 1.4652
mat_DCtree_cost_l1087_w_sel100: 1.468
mat_DCtree_cost_l1084_w_sel100: 1.4732

mat_DCtree_cost_l*_w_sel50: 1.553     (*=1115)
mat_DCtree_cost_l*_w_sel25: 1.5082   (*=1101)
mat_DCtree_cost_l*_w_sel15: 1.5182   (*=1094)
mat_DCtree_cost_l*_w_sel10: 1.5182   (*=1129)
mat_DCtree_cost_l*_w_sel5: 1.548   (*=1164) 
mat_DCtree_cost_l*_w_sel13: 1.5182   (*=1103)
mat_DCtree_cost_l*_w_sel20: 1.5182   (*=1103)
mat_DCtree_cost_l*_w_sel17: 1.5082   (*=1088) 
mat_DCtree_cost_l*_w_sel16: 1.5482   (*=1081)
mat_DCtree_cost_l*_w_sel18: 1.5082   (*=1091)
這些值每次跑都會有些微不同，因此就用f=25

--
*=1101
mat_DCtree_cost_l1050_w_sel25: 1.692
mat_DCtree_cost_l1080_w_sel25: 1.6646
mat_DCtree_cost_l1095_w_sel25: 1.5326
mat_DCtree_cost_l1103_w_sel25: 1.548
mat_DCtree_cost_l1100_w_sel25: 1.5182
mat_DCtree_cost_l1098_w_sel25: 1.5302

--
*=1115
mat_DCtree_cost_l1100_w_sel50: 1.4858
mat_DCtree_cost_l1110_w_sel50: 1.496
mat_DCtree_cost_l1105_w_sel50: 1.4716
mat_DCtree_cost_l1103_w_sel50: 1.4728
mat_DCtree_cost_l1108_w_sel50: 1.4934
mat_DCtree_cost_l1106_w_sel50: 1.4768 
mat_DCtree_cost_l1104_w_sel50: 1.4756

--
mat_DCtree_cost_l*_w_sel75: 1.553   (*=1081)
mat_DCtree_cost_l1060_w_sel75: 1.5076
mat_DCtree_cost_l1070_w_sel75: 1.4756
mat_DCtree_cost_l1075_w_sel75: 1.4996
mat_DCtree_cost_l1065_w_sel75: 1.4858
mat_DCtree_cost_l1068_w_sel75: 1.4916
mat_DCtree_cost_l1072_w_sel75: 1.4768
mat_DCtree_cost_l1071_w_sel75: 1.4716

--
mat_DCtree_cost_l*_w_sel88: 1.5776   (*=1112)
mat_DCtree_cost_l1100_w_sel88: 1.478 
mat_DCtree_cost_l1090_w_sel88: 1.5572
mat_DCtree_cost_l1095_w_sel88: 1.5292
mat_DCtree_cost_l1105_w_sel88: 1.4996 
mat_DCtree_cost_l1102_w_sel88: 1.4776
mat_DCtree_cost_l1101_w_sel88: 1.474

--
mat_DCtree_cost_l*_w_sel150: 1.553   (*=1066)
mat_DCtree_cost_l1050_w_sel150: 1.574
mat_DCtree_cost_l1060_w_sel150: 1.5134
mat_DCtree_cost_l1055_w_sel150: 1.5218
mat_DCtree_cost_l1063_w_sel150: 1.502
mat_DCtree_cost_l1064_w_sel150: 1.5338
mat_DCtree_cost_l1062_w_sel150: 1.504

--

mat_DCtree_cost_l*_w_sel200: 1.553  (*=1088)
mat_DCtree_cost_l1050_w_sel200: 1.622
mat_DCtree_cost_l1070_w_sel200: 1.5148
mat_DCtree_cost_l1065_w_sel200: 1.6032
mat_DCtree_cost_l1075_w_sel200: 1.5042
mat_DCtree_cost_l1073_w_sel200: 1.5188
mat_DCtree_cost_l1080_w_sel200: 1.5158

--

mat_DCtree_dev_cost_l*_w: 1.5696   (*=1086)

mat_DCtree_dev_cost_l*_w_sel100: 1.5466   (*=1086)
mat_DCtree_dev_cost_l1080_w_sel100: 1.548
mat_DCtree_dev_cost_l1083_w_sel100: 1.5316
mat_DCtree_dev_cost_l1075_w_sel100: 1.599

SVM weight c + map

model_cat = 1.6164 
model_cat_c100 = 1.7514
model_cat_c10000 = 1.8932

--

model_cat_f100 = 1.6326
model_cat_f100_c100 = 1.7868
model_cat_f100_c50 = 1.7698
model_cat_f100_c10 = 1.7536