binaryClassificationLoss: Loss functions for binary classification
In bmrm: Bundle Methods for Regularized Risk Minimization Package
Description
Usage
Arguments
Value
Functions
References
See Also
Examples
Description
Loss functions for binary classification
Usage
1
2
3
4
5
6
7
logisticLoss(x, y, loss.weights = 1)
rocLoss(x, y)
fbetaLoss(x, y, beta = 1)
hingeLoss(x, y, loss.weights = 1)
Arguments
x
matrix of training instances (one instance by row)
y
a logical vector representing the training labels for each instance in x
loss.weights
numeric vector of loss weights to incure for each instance of x.
Vector length should match length(y), but values are cycled if not of identical size.
beta
a numeric value setting the beta parameter is the f-beta score
Value
a function taking one argument w and computing the loss value and the gradient at point w
Functions
-
logisticLoss: logistic regression
-
rocLoss: Find linear weights maximize area under its ROC curve
-
fbetaLoss: F-beta score loss function
-
hingeLoss: Hinge Loss for Linear Support Vector Machine (SVM)
References
Teo et al.
A Scalable Modular Convex Solver for Regularized Risk Minimization.
KDD 2007
See Also
nrbm
Examples
1
2
3
4
5
Example output
Run nrbm with convex loss
LowRankQP CONVERGED IN 10 ITERATIONS
Primal Feasibility = 1.7800712e-16
Dual Feasibility = 0.0000000e+00
Complementarity Value = 9.6827444e-13
Duality Gap = 9.6827447e-13
Termination Condition = 9.6784159e-13
1:ncall=2 gap=0.999553 obj=1 reg=0 risk=1 w=[0,0]
LowRankQP CONVERGED IN 10 ITERATIONS
Primal Feasibility = 1.3921589e-13
Dual Feasibility = 3.3306691e-16
Complementarity Value = 9.1850983e-13
Duality Gap = 8.9050989e-13
Termination Condition = 5.8806811e-13
2:ncall=3 gap=0.0659427 obj=0.627853 reg=0.104648 risk=0.523206 w=[-0.417988,0.185645]
LowRankQP CONVERGED IN 11 ITERATIONS
Primal Feasibility = 2.7761488e-15
Dual Feasibility = 3.3306691e-16
Complementarity Value = 9.0158540e-13
Duality Gap = 9.0161212e-13
Termination Condition = 5.5899984e-13
3:ncall=4 gap=0.00909986 obj=0.621954 reg=0.0538237 risk=0.568131 w=[-0.254275,0.20734]
LowRankQP CONVERGED IN 16 ITERATIONS
Primal Feasibility = 6.6906247e-15
Dual Feasibility = 2.4424907e-15
Complementarity Value = 7.2126145e-11
Duality Gap = 7.2127415e-11
Termination Condition = 4.4710588e-11
4:ncall=5 gap=0.00241997 obj=0.615598 reg=0.0534959 risk=0.562102 w=[-0.252949,0.207384]
w
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attr(,"decision.value")
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Run nrbm with convex loss
LowRankQP CONVERGED IN 10 ITERATIONS
Primal Feasibility = 6.9964791e-17
Dual Feasibility = 0.0000000e+00
Complementarity Value = 4.4743485e-12
Duality Gap = 4.4743485e-12
Termination Condition = 4.4705061e-12
1:ncall=2 gap=0.692288 obj=0.693147 reg=0 risk=0.693147 w=[0,0]
LowRankQP CONVERGED IN 13 ITERATIONS
Primal Feasibility = 3.4250922e-14
Dual Feasibility = 4.4408921e-16
Complementarity Value = 5.4373475e-11
Duality Gap = 5.4393379e-11
Termination Condition = 3.7875446e-11
2:ncall=3 gap=0.193216 obj=0.628802 reg=0.0465831 risk=0.582219 w=[-0.279108,0.123552]
LowRankQP CONVERGED IN 18 ITERATIONS
Primal Feasibility = 1.8637764e-14
Dual Feasibility = 0.0000000e+00
Complementarity Value = 1.2891627e-12
Duality Gap = 1.2834178e-12
Termination Condition = 8.3088394e-13
3:ncall=4 gap=0.046114 obj=0.59767 reg=0.0407285 risk=0.556941 w=[-0.25892,0.119934]
LowRankQP CONVERGED IN 17 ITERATIONS
Primal Feasibility = 9.2121199e-15
Dual Feasibility = 4.4408921e-16
Complementarity Value = 5.9960173e-12
Duality Gap = 5.9958705e-12
Termination Condition = 3.7762537e-12
4:ncall=5 gap=0.00984807 obj=0.59767 reg=0.0407285 risk=0.556941 w=[-0.25892,0.119934]
LowRankQP CONVERGED IN 17 ITERATIONS
Primal Feasibility = 6.9105782e-15
Dual Feasibility = 3.3306691e-16
Complementarity Value = 5.5576981e-12
Duality Gap = 5.5576654e-12
Termination Condition = 3.4893883e-12
5:ncall=6 gap=0.00296106 obj=0.595704 reg=0.0356982 risk=0.560006 w=[-0.240576,0.11623]
w
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attr(,"decision.value")
w
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attr(,"probability")
w
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[75,] 0.2923320
[76,] 0.2848403
[77,] 0.2705293
[78,] 0.2799650
[79,] 0.3126295
[80,] 0.3207013
[81,] 0.3261432
[82,] 0.3261432
[83,] 0.3179985
[84,] 0.3076560
[85,] 0.3470830
[86,] 0.3252518
[87,] 0.2823140
[88,] 0.2829723
[89,] 0.3362611
[90,] 0.3287027
[91,] 0.3312725
[92,] 0.3099636
[93,] 0.3154831
[94,] 0.3504604
[95,] 0.3285236
[96,] 0.3309130
[97,] 0.3283446
[98,] 0.3023843
[99,] 0.3502757
[100,] 0.3257865
[101,] 0.3071376
[102,] 0.3179985
[103,] 0.2609830
[104,] 0.2973336
[105,] 0.2897662
[106,] 0.2384577
[107,] 0.3613032
[108,] 0.2496268
[109,] 0.2684011
[110,] 0.2698891
[111,] 0.2945735
[112,] 0.2875463
[113,] 0.2751411
[114,] 0.3181746
[115,] 0.3205245
[116,] 0.2995973
[117,] 0.2897662
[118,] 0.2511990
[119,] 0.2258835
[120,] 0.2954176
[121,] 0.2749793
[122,] 0.3310927
[123,] 0.2299741
[124,] 0.2924999
[125,] 0.2870477
[126,] 0.2608265
[127,] 0.2999381
[128,] 0.3099636
[129,] 0.2899333
[130,] 0.2563697
[131,] 0.2430032
[132,] 0.2422574
[133,] 0.2899333
[134,] 0.2949110
[135,] 0.3001085
[136,] 0.2341165
[137,] 0.3096165
[138,] 0.2971640
[139,] 0.3151326
[140,] 0.2726681
[141,] 0.2823140
[142,] 0.2726681
[143,] 0.3179985
[144,] 0.2798014
[145,] 0.2870477
[146,] 0.2799650
[147,] 0.2877126
[148,] 0.2897662
[149,] 0.3147823
[150,] 0.3203478
Run nrbm with convex loss
LowRankQP CONVERGED IN 11 ITERATIONS
Primal Feasibility = 4.3444753e-16
Dual Feasibility = 0.0000000e+00
Complementarity Value = 1.2644897e-12
Duality Gap = 1.2645145e-12
Termination Condition = 9.9958325e-13
1:ncall=2 gap=0.17031 obj=0.435327 reg=0.265017 risk=0.17031 w=[-0.665722,0.294699]
LowRankQP CONVERGED IN 14 ITERATIONS
Primal Feasibility = 1.7661691e-16
Dual Feasibility = 0.0000000e+00
Complementarity Value = 7.8774848e-13
Duality Gap = 7.8775875e-13
Termination Condition = 5.6536745e-13
2:ncall=3 gap=0.0372012 obj=0.43054 reg=0.173322 risk=0.257219 w=[-0.456302,0.372065]
LowRankQP CONVERGED IN 12 ITERATIONS
Primal Feasibility = 3.5647736e-16
Dual Feasibility = 3.3306691e-15
Complementarity Value = 1.3845608e-12
Duality Gap = 1.3851142e-12
Termination Condition = 9.8631916e-13
3:ncall=4 gap=0.0107409 obj=0.414506 reg=0.218508 risk=0.195998 w=[-0.533752,0.390032]
LowRankQP CONVERGED IN 11 ITERATIONS
Primal Feasibility = 1.1141041e-15
Dual Feasibility = 1.9984014e-14
Complementarity Value = 7.2686195e-12
Duality Gap = 7.2718220e-12
Termination Condition = 5.1425610e-12
4:ncall=5 gap=0.00108233 obj=0.414506 reg=0.218508 risk=0.195998 w=[-0.533752,0.390032]
[,1]
[1,] -1.357021
[2,] -1.445287
[3,] -1.260530
[4,] -1.246158
[5,] -1.264643
[6,] -1.361134
[7,] -1.129148
[8,] -1.342649
[9,] -1.217414
[10,] -1.406284
[11,] -1.439140
[12,] -1.235899
[13,] -1.391912
[14,] -1.125036
[15,] -1.535631
[16,] -1.326243
[17,] -1.361134
[18,] -1.357021
[19,] -1.560262
[20,] -1.240011
[21,] -1.556150
[22,] -1.279015
[23,] -1.051142
[24,] -1.435028
[25,] -1.235899
[26,] -1.498662
[27,] -1.342649
[28,] -1.410396
[29,] -1.449400
[30,] -1.260530
[31,] -1.352908
[32,] -1.556150
[33,] -1.176377
[34,] -1.297499
[35,] -1.406284
[36,] -1.420656
[37,] -1.570522
[38,] -1.211268
[39,] -1.178411
[40,] -1.396024
[41,] -1.303646
[42,] -1.504809
[43,] -1.100405
[44,] -1.303646
[45,] -1.240011
[46,] -1.391912
[47,] -1.240011
[48,] -1.207155
[49,] -1.385765
[50,] -1.381652
[51,] -2.488159
[52,] -2.167908
[53,] -2.473787
[54,] -2.038560
[55,] -2.377296
[56,] -1.950295
[57,] -2.075530
[58,] -1.679306
[59,] -2.391668
[60,] -1.722422
[61,] -1.888694
[62,] -1.979039
[63,] -2.344440
[64,] -2.124792
[65,] -1.857916
[66,] -2.367037
[67,] -1.818913
[68,] -2.042673
[69,] -2.451190
[70,] -2.013929
[71,] -1.901032
[72,] -2.163795
[73,] -2.387555
[74,] -2.163795
[75,] -2.284918
[76,] -2.352665
[77,] -2.537422
[78,] -2.406040
[79,] -2.071417
[80,] -2.028301
[81,] -1.999557
[82,] -1.999557
[83,] -2.042673
[84,] -2.149423
[85,] -1.712163
[86,] -1.876401
[87,] -2.367037
[88,] -2.465562
[89,] -1.818913
[90,] -1.960554
[91,] -1.921551
[92,] -2.085789
[93,] -2.081676
[94,] -1.771685
[95,] -1.935923
[96,] -1.872288
[97,] -1.911291
[98,] -2.178167
[99,] -1.747053
[100,] -1.950295
[101,] -2.075530
[102,] -2.042673
[103,] -2.619541
[104,] -2.231543
[105,] -2.299290
[106,] -2.886417
[107,] -1.640303
[108,] -2.765294
[109,] -2.601056
[110,] -2.438897
[111,] -2.221283
[112,] -2.362924
[113,] -2.459415
[114,] -2.067304
[115,] -2.003670
[116,] -2.167908
[117,] -2.299290
[118,] -2.627766
[119,] -3.095805
[120,] -2.344440
[121,] -2.434784
[122,] -1.896920
[123,] -3.017798
[124,] -2.309549
[125,] -2.289030
[126,] -2.594909
[127,] -2.217171
[128,] -2.085789
[129,] -2.323921
[130,] -2.672916
[131,] -2.857673
[132,] -2.734516
[133,] -2.323921
[134,] -2.270546
[135,] -2.241802
[136,] -2.939792
[137,] -2.036526
[138,] -2.206911
[139,] -2.032414
[140,] -2.473787
[141,] -2.367037
[142,] -2.473787
[143,] -2.042673
[144,] -2.381409
[145,] -2.289030
[146,] -2.406040
[147,] -2.387555
[148,] -2.299290
[149,] -1.983151
[150,] -1.979039
Run nrbm with convex loss
LowRankQP CONVERGED IN 18 ITERATIONS
Primal Feasibility = 1.9517854e-17
Dual Feasibility = 0.0000000e+00
Complementarity Value = 1.9333766e-11
Duality Gap = 1.9333766e-11
Termination Condition = 1.9333766e-11
1:ncall=2 gap=1 obj=1 reg=0 risk=1 w=[0,0]
LowRankQP CONVERGED IN 12 ITERATIONS
Primal Feasibility = 2.3908367e-14
Dual Feasibility = 0.0000000e+00
Complementarity Value = 3.2022979e-12
Duality Gap = 3.2023019e-12
Termination Condition = 3.2022129e-12
2:ncall=3 gap=0.689532 obj=0.689559 reg=2.65567e-05 risk=0.689532 w=[-0.0066503,0.00296263]
LowRankQP CONVERGED IN 21 ITERATIONS
Primal Feasibility = 2.7238794e-12
Dual Feasibility = 0.0000000e+00
Complementarity Value = 1.8019420e-11
Duality Gap = 1.8019256e-11
Termination Condition = 1.8018212e-11
3:ncall=4 gap=0.251596 obj=0.251663 reg=6.70608e-05 risk=0.251596 w=[-0.00958544,0.00648947]
LowRankQP CONVERGED IN 21 ITERATIONS
Primal Feasibility = 3.2977870e-12
Dual Feasibility = 1.1102230e-16
Complementarity Value = 9.7458032e-12
Duality Gap = 9.7458638e-12
Termination Condition = 9.7446944e-12
4:ncall=5 gap=0.100004 obj=0.100118 reg=0.000113787 risk=0.100004 w=[-0.0100571,0.011242]
LowRankQP CONVERGED IN 22 ITERATIONS
Primal Feasibility = 6.2549231e-12
Dual Feasibility = 0.0000000e+00
Complementarity Value = 2.6076103e-12
Duality Gap = 2.6092917e-12
Termination Condition = 2.6071316e-12
5:ncall=6 gap=0.0561003 obj=0.0562839 reg=0.000183647 risk=0.0561003 w=[-0.01492,0.0120208]
LowRankQP CONVERGED IN 26 ITERATIONS
Primal Feasibility = 1.7317929e-11
Dual Feasibility = 0.0000000e+00
Complementarity Value = 3.7369053e-11
Duality Gap = 3.7369791e-11
Termination Condition = 3.7361498e-11
6:ncall=7 gap=0.0480279 obj=0.0482301 reg=0.000202214 risk=0.0480279 w=[-0.0111095,0.016763]
LowRankQP CONVERGED IN 24 ITERATIONS
Primal Feasibility = 5.4300317e-12
Dual Feasibility = 0.0000000e+00
Complementarity Value = 6.8865874e-13
Duality Gap = 6.8849401e-13
Termination Condition = 6.8847964e-13
7:ncall=8 gap=0.0354716 obj=0.0357318 reg=0.000260138 risk=0.0354716 w=[-0.0145094,0.0175981]
LowRankQP CONVERGED IN 25 ITERATIONS
Primal Feasibility = 3.4922701e-12
Dual Feasibility = 2.2204460e-16
Complementarity Value = 1.5876541e-12
Duality Gap = 1.5876102e-12
Termination Condition = 1.5871980e-12
8:ncall=9 gap=0.0354444 obj=0.0357318 reg=0.000260138 risk=0.0354716 w=[-0.0145094,0.0175981]
LowRankQP CONVERGED IN 26 ITERATIONS
Primal Feasibility = 2.1567826e-11
Dual Feasibility = 1.1102230e-16
Complementarity Value = 1.3521845e-12
Duality Gap = 1.3518423e-12
Termination Condition = 1.3517188e-12
9:ncall=10 gap=0.0262886 obj=0.0266331 reg=0.000344543 risk=0.0262886 w=[-0.0190909,0.0180115]
LowRankQP CONVERGED IN 24 ITERATIONS
Primal Feasibility = 1.2748913e-11
Dual Feasibility = 2.2204460e-16
Complementarity Value = 8.9070616e-12
Duality Gap = 8.9088318e-12
Termination Condition = 8.9034020e-12
10:ncall=11 gap=0.0262221 obj=0.0266331 reg=0.000344543 risk=0.0262886 w=[-0.0190909,0.0180115]
LowRankQP CONVERGED IN 23 ITERATIONS
Primal Feasibility = 9.8084847e-12
Dual Feasibility = 0.0000000e+00
Complementarity Value = 1.5448578e-12
Duality Gap = 1.5459364e-12
Termination Condition = 1.5441055e-12
11:ncall=12 gap=0.0163421 obj=0.0168293 reg=0.000487208 risk=0.0163421 w=[-0.0217831,0.0223536]
LowRankQP CONVERGED IN 24 ITERATIONS
Primal Feasibility = 2.8225792e-11
Dual Feasibility = 0.0000000e+00
Complementarity Value = 4.9629042e-11
Duality Gap = 4.9630768e-11
Termination Condition = 4.9584347e-11
12:ncall=13 gap=0.0159279 obj=0.0168293 reg=0.000487208 risk=0.0163421 w=[-0.0217831,0.0223536]
LowRankQP CONVERGED IN 24 ITERATIONS
Primal Feasibility = 3.7455833e-11
Dual Feasibility = 2.2204460e-16
Complementarity Value = 7.0933512e-13
Duality Gap = 6.9898077e-13
Termination Condition = 7.0864790e-13
13:ncall=14 gap=0.0112716 obj=0.0122414 reg=0.00096976 risk=0.0112716 w=[-0.0336702,0.0283732]
LowRankQP CONVERGED IN 23 ITERATIONS
Primal Feasibility = 3.8778226e-11
Dual Feasibility = 3.3306691e-16
Complementarity Value = 1.9698655e-11
Duality Gap = 1.9707300e-11
Termination Condition = 1.9677701e-11
14:ncall=15 gap=0.0111765 obj=0.0122414 reg=0.00096976 risk=0.0112716 w=[-0.0336702,0.0283732]
LowRankQP CONVERGED IN 22 ITERATIONS
Primal Feasibility = 3.8731554e-11
Dual Feasibility = 0.0000000e+00
Complementarity Value = 5.0804142e-12
Duality Gap = 5.0574358e-12
Termination Condition = 5.0747227e-12
15:ncall=16 gap=0.00565734 obj=0.00677888 reg=0.00112154 risk=0.00565734 w=[-0.0370628,0.0294669]
LowRankQP CONVERGED IN 22 ITERATIONS
Primal Feasibility = 5.3830944e-11
Dual Feasibility = 1.1102230e-16
Complementarity Value = 2.3264717e-11
Duality Gap = 2.3253108e-11
Termination Condition = 2.3237430e-11
16:ncall=17 gap=0.00402432 obj=0.00519856 reg=0.00117424 risk=0.00402432 w=[-0.0361199,0.0322956]
LowRankQP CONVERGED IN 22 ITERATIONS
Primal Feasibility = 5.7866389e-11
Dual Feasibility = 5.5511151e-16
Complementarity Value = 1.5948706e-12
Duality Gap = 1.4588097e-12
Termination Condition = 1.5924276e-12
17:ncall=18 gap=0.000771767 obj=0.00230588 reg=0.00153412 risk=0.000771767 w=[-0.0426594,0.0353138]
LowRankQP CONVERGED IN 21 ITERATIONS
Primal Feasibility = 7.3739016e-11
Dual Feasibility = 2.2204460e-16
Complementarity Value = 2.2868557e-12
Duality Gap = 2.2359068e-12
Termination Condition = 2.2832812e-12
18:ncall=19 gap=-2.77556e-17 obj=0.00156553 reg=0.00156553 risk=1.39944e-12 w=[-0.0429351,0.0358651]
[,1]
[1,] TRUE
[2,] TRUE
[3,] TRUE
[4,] TRUE
[5,] TRUE
[6,] TRUE
[7,] TRUE
[8,] TRUE
[9,] TRUE
[10,] TRUE
[11,] TRUE
[12,] TRUE
[13,] TRUE
[14,] TRUE
[15,] TRUE
[16,] TRUE
[17,] TRUE
[18,] TRUE
[19,] TRUE
[20,] TRUE
[21,] TRUE
[22,] TRUE
[23,] TRUE
[24,] TRUE
[25,] TRUE
[26,] TRUE
[27,] TRUE
[28,] TRUE
[29,] TRUE
[30,] TRUE
[31,] TRUE
[32,] TRUE
[33,] TRUE
[34,] TRUE
[35,] TRUE
[36,] TRUE
[37,] TRUE
[38,] TRUE
[39,] TRUE
[40,] TRUE
[41,] TRUE
[42,] TRUE
[43,] TRUE
[44,] TRUE
[45,] TRUE
[46,] TRUE
[47,] TRUE
[48,] TRUE
[49,] TRUE
[50,] TRUE
[51,] FALSE
[52,] FALSE
[53,] FALSE
[54,] FALSE
[55,] FALSE
[56,] FALSE
[57,] FALSE
[58,] FALSE
[59,] FALSE
[60,] FALSE
[61,] FALSE
[62,] FALSE
[63,] FALSE
[64,] FALSE
[65,] FALSE
[66,] FALSE
[67,] FALSE
[68,] FALSE
[69,] FALSE
[70,] FALSE
[71,] FALSE
[72,] FALSE
[73,] FALSE
[74,] FALSE
[75,] FALSE
[76,] FALSE
[77,] FALSE
[78,] FALSE
[79,] FALSE
[80,] FALSE
[81,] FALSE
[82,] FALSE
[83,] FALSE
[84,] FALSE
[85,] FALSE
[86,] FALSE
[87,] FALSE
[88,] FALSE
[89,] FALSE
[90,] FALSE
[91,] FALSE
[92,] FALSE
[93,] FALSE
[94,] FALSE
[95,] FALSE
[96,] FALSE
[97,] FALSE
[98,] FALSE
[99,] FALSE
[100,] FALSE
[101,] FALSE
[102,] FALSE
[103,] FALSE
[104,] FALSE
[105,] FALSE
[106,] FALSE
[107,] FALSE
[108,] FALSE
[109,] FALSE
[110,] FALSE
[111,] FALSE
[112,] FALSE
[113,] FALSE
[114,] FALSE
[115,] FALSE
[116,] FALSE
[117,] FALSE
[118,] FALSE
[119,] FALSE
[120,] FALSE
[121,] FALSE
[122,] FALSE
[123,] FALSE
[124,] FALSE
[125,] FALSE
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[128,] FALSE
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[130,] FALSE
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[133,] FALSE
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[140,] FALSE
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[142,] FALSE
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[144,] FALSE
[145,] FALSE
[146,] FALSE
[147,] FALSE
[148,] FALSE
[149,] FALSE
[150,] FALSE
attr(,"decision.value")
[,1]
[1,] 0.022327597
[2,] 0.012982056
[3,] 0.028742087
[4,] 0.029449082
[5,] 0.030207613
[6,] 0.023793123
[7,] 0.040208613
[8,] 0.023034592
[9,] 0.030863072
[10,] 0.016568566
[11,] 0.016620102
[12,] 0.031621602
[13,] 0.017275561
[14,] 0.038743087
[15,] 0.010205612
[16,] 0.028845159
[17,] 0.023793123
[18,] 0.022327597
[19,] 0.007326097
[20,] 0.033087128
[21,] 0.005860571
[22,] 0.029500618
[23,] 0.047381633
[24,] 0.015154577
[25,] 0.031621602
[26,] 0.008688551
[27,] 0.023034592
[28,] 0.018034092
[29,] 0.014447582
[30,] 0.028742087
[31,] 0.020862072
[32,] 0.005860571
[33,] 0.039553154
[34,] 0.030259148
[35,] 0.016568566
[36,] 0.015861572
[37,] 0.005153577
[38,] 0.034501118
[39,] 0.034449582
[40,] 0.018741087
[41,] 0.026621102
[42,] 0.005050505
[43,] 0.041622602
[44,] 0.026621102
[45,] 0.033087128
[46,] 0.017275561
[47,] 0.033087128
[48,] 0.033035592
[49,] 0.020913607
[50,] 0.019448082
[51,] -0.070008531
[52,] -0.044247501
[53,] -0.069301537
[54,] -0.037884546
[55,] -0.062887047
[56,] -0.028539006
[57,] -0.036367485
[58,] -0.008537005
[59,] -0.063594042
[60,] -0.010657990
[61,] -0.027176551
[62,] -0.029952995
[63,] -0.062938582
[64,] -0.042126516
[65,] -0.020658990
[66,] -0.060714526
[67,] -0.017072480
[68,] -0.036419021
[69,] -0.071525593
[70,] -0.035005031
[71,] -0.022779975
[72,] -0.045713026
[73,] -0.065059567
[74,] -0.045713026
[75,] -0.055007031
[76,] -0.060007531
[77,] -0.075767562
[78,] -0.064301037
[79,] -0.037833011
[80,] -0.035712026
[81,] -0.034298036
[82,] -0.034298036
[83,] -0.036419021
[84,] -0.045006031
[85,] -0.008485470
[86,] -0.019900459
[87,] -0.060714526
[88,] -0.072232588
[89,] -0.017072480
[90,] -0.030711526
[91,] -0.027125016
[92,] -0.038540006
[93,] -0.040005531
[94,] -0.016417021
[95,] -0.027832011
[96,] -0.021365985
[97,] -0.024952495
[98,] -0.046420021
[99,] -0.013537505
[100,] -0.028539006
[101,] -0.036367485
[102,] -0.036419021
[103,] -0.081475057
[104,] -0.050713526
[105,] -0.055714026
[106,] -0.102942583
[107,] -0.004950495
[108,] -0.093648578
[109,] -0.082233588
[110,] -0.064249501
[111,] -0.048541006
[112,] -0.062180052
[113,] -0.068594542
[114,] -0.039298536
[115,] -0.032832511
[116,] -0.044247501
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[149,] -0.028487470
[150,] -0.029952995
bmrm documentation built on May 2, 2019, 2:49 p.m.
R Package Documentation
Browse R Packages
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Note that we can't provide technical support on individual packages. You should contact the package authors for that.
Description Usage Arguments Value Functions References See Also Examples
Description
Loss functions for binary classification
Usage
1 2 3 4 5 6 7 | logisticLoss(x, y, loss.weights = 1)
rocLoss(x, y)
fbetaLoss(x, y, beta = 1)
hingeLoss(x, y, loss.weights = 1)
|
Arguments
x |
matrix of training instances (one instance by row) |
y |
a logical vector representing the training labels for each instance in x |
loss.weights |
numeric vector of loss weights to incure for each instance of x. Vector length should match length(y), but values are cycled if not of identical size. |
beta |
a numeric value setting the beta parameter is the f-beta score |
Value
a function taking one argument w and computing the loss value and the gradient at point w
Functions
-
logisticLoss: logistic regression -
rocLoss: Find linear weights maximize area under its ROC curve -
fbetaLoss: F-beta score loss function -
hingeLoss: Hinge Loss for Linear Support Vector Machine (SVM)
References
Teo et al. A Scalable Modular Convex Solver for Regularized Risk Minimization. KDD 2007
See Also
nrbm
Examples
1 2 3 4 5 |
Example output
Run nrbm with convex loss
LowRankQP CONVERGED IN 10 ITERATIONS
Primal Feasibility = 1.7800712e-16
Dual Feasibility = 0.0000000e+00
Complementarity Value = 9.6827444e-13
Duality Gap = 9.6827447e-13
Termination Condition = 9.6784159e-13
1:ncall=2 gap=0.999553 obj=1 reg=0 risk=1 w=[0,0]
LowRankQP CONVERGED IN 10 ITERATIONS
Primal Feasibility = 1.3921589e-13
Dual Feasibility = 3.3306691e-16
Complementarity Value = 9.1850983e-13
Duality Gap = 8.9050989e-13
Termination Condition = 5.8806811e-13
2:ncall=3 gap=0.0659427 obj=0.627853 reg=0.104648 risk=0.523206 w=[-0.417988,0.185645]
LowRankQP CONVERGED IN 11 ITERATIONS
Primal Feasibility = 2.7761488e-15
Dual Feasibility = 3.3306691e-16
Complementarity Value = 9.0158540e-13
Duality Gap = 9.0161212e-13
Termination Condition = 5.5899984e-13
3:ncall=4 gap=0.00909986 obj=0.621954 reg=0.0538237 risk=0.568131 w=[-0.254275,0.20734]
LowRankQP CONVERGED IN 16 ITERATIONS
Primal Feasibility = 6.6906247e-15
Dual Feasibility = 2.4424907e-15
Complementarity Value = 7.2126145e-11
Duality Gap = 7.2127415e-11
Termination Condition = 4.4710588e-11
4:ncall=5 gap=0.00241997 obj=0.615598 reg=0.0534959 risk=0.562102 w=[-0.252949,0.207384]
w
[1,] FALSE
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attr(,"decision.value")
w
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Run nrbm with convex loss
LowRankQP CONVERGED IN 10 ITERATIONS
Primal Feasibility = 6.9964791e-17
Dual Feasibility = 0.0000000e+00
Complementarity Value = 4.4743485e-12
Duality Gap = 4.4743485e-12
Termination Condition = 4.4705061e-12
1:ncall=2 gap=0.692288 obj=0.693147 reg=0 risk=0.693147 w=[0,0]
LowRankQP CONVERGED IN 13 ITERATIONS
Primal Feasibility = 3.4250922e-14
Dual Feasibility = 4.4408921e-16
Complementarity Value = 5.4373475e-11
Duality Gap = 5.4393379e-11
Termination Condition = 3.7875446e-11
2:ncall=3 gap=0.193216 obj=0.628802 reg=0.0465831 risk=0.582219 w=[-0.279108,0.123552]
LowRankQP CONVERGED IN 18 ITERATIONS
Primal Feasibility = 1.8637764e-14
Dual Feasibility = 0.0000000e+00
Complementarity Value = 1.2891627e-12
Duality Gap = 1.2834178e-12
Termination Condition = 8.3088394e-13
3:ncall=4 gap=0.046114 obj=0.59767 reg=0.0407285 risk=0.556941 w=[-0.25892,0.119934]
LowRankQP CONVERGED IN 17 ITERATIONS
Primal Feasibility = 9.2121199e-15
Dual Feasibility = 4.4408921e-16
Complementarity Value = 5.9960173e-12
Duality Gap = 5.9958705e-12
Termination Condition = 3.7762537e-12
4:ncall=5 gap=0.00984807 obj=0.59767 reg=0.0407285 risk=0.556941 w=[-0.25892,0.119934]
LowRankQP CONVERGED IN 17 ITERATIONS
Primal Feasibility = 6.9105782e-15
Dual Feasibility = 3.3306691e-16
Complementarity Value = 5.5576981e-12
Duality Gap = 5.5576654e-12
Termination Condition = 3.4893883e-12
5:ncall=6 gap=0.00296106 obj=0.595704 reg=0.0356982 risk=0.560006 w=[-0.240576,0.11623]
w
[1,] FALSE
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attr(,"decision.value")
w
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attr(,"probability")
w
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[34,] 0.3736785
[35,] 0.3775466
[36,] 0.3746289
[37,] 0.3548406
[38,] 0.3912979
[39,] 0.4034021
[40,] 0.3744387
[41,] 0.3828331
[42,] 0.3783100
[43,] 0.4090090
[44,] 0.3828331
[45,] 0.3853907
[46,] 0.3804732
[47,] 0.3853907
[48,] 0.3974315
[49,] 0.3713412
[50,] 0.3773559
[51,] 0.2702091
[52,] 0.2995973
[53,] 0.2726681
[54,] 0.3235939
[55,] 0.2850056
[56,] 0.3257865
[57,] 0.3071376
[58,] 0.3586254
[59,] 0.2824785
[60,] 0.3500910
[61,] 0.3425649
[62,] 0.3203478
[63,] 0.2954176
[64,] 0.3074832
[65,] 0.3336719
[66,] 0.2823140
[67,] 0.3362611
[68,] 0.3179985
[69,] 0.2855021
[70,] 0.3234163
[71,] 0.3254300
[72,] 0.3050138
[73,] 0.2877126
[74,] 0.3050138
[75,] 0.2923320
[76,] 0.2848403
[77,] 0.2705293
[78,] 0.2799650
[79,] 0.3126295
[80,] 0.3207013
[81,] 0.3261432
[82,] 0.3261432
[83,] 0.3179985
[84,] 0.3076560
[85,] 0.3470830
[86,] 0.3252518
[87,] 0.2823140
[88,] 0.2829723
[89,] 0.3362611
[90,] 0.3287027
[91,] 0.3312725
[92,] 0.3099636
[93,] 0.3154831
[94,] 0.3504604
[95,] 0.3285236
[96,] 0.3309130
[97,] 0.3283446
[98,] 0.3023843
[99,] 0.3502757
[100,] 0.3257865
[101,] 0.3071376
[102,] 0.3179985
[103,] 0.2609830
[104,] 0.2973336
[105,] 0.2897662
[106,] 0.2384577
[107,] 0.3613032
[108,] 0.2496268
[109,] 0.2684011
[110,] 0.2698891
[111,] 0.2945735
[112,] 0.2875463
[113,] 0.2751411
[114,] 0.3181746
[115,] 0.3205245
[116,] 0.2995973
[117,] 0.2897662
[118,] 0.2511990
[119,] 0.2258835
[120,] 0.2954176
[121,] 0.2749793
[122,] 0.3310927
[123,] 0.2299741
[124,] 0.2924999
[125,] 0.2870477
[126,] 0.2608265
[127,] 0.2999381
[128,] 0.3099636
[129,] 0.2899333
[130,] 0.2563697
[131,] 0.2430032
[132,] 0.2422574
[133,] 0.2899333
[134,] 0.2949110
[135,] 0.3001085
[136,] 0.2341165
[137,] 0.3096165
[138,] 0.2971640
[139,] 0.3151326
[140,] 0.2726681
[141,] 0.2823140
[142,] 0.2726681
[143,] 0.3179985
[144,] 0.2798014
[145,] 0.2870477
[146,] 0.2799650
[147,] 0.2877126
[148,] 0.2897662
[149,] 0.3147823
[150,] 0.3203478
Run nrbm with convex loss
LowRankQP CONVERGED IN 11 ITERATIONS
Primal Feasibility = 4.3444753e-16
Dual Feasibility = 0.0000000e+00
Complementarity Value = 1.2644897e-12
Duality Gap = 1.2645145e-12
Termination Condition = 9.9958325e-13
1:ncall=2 gap=0.17031 obj=0.435327 reg=0.265017 risk=0.17031 w=[-0.665722,0.294699]
LowRankQP CONVERGED IN 14 ITERATIONS
Primal Feasibility = 1.7661691e-16
Dual Feasibility = 0.0000000e+00
Complementarity Value = 7.8774848e-13
Duality Gap = 7.8775875e-13
Termination Condition = 5.6536745e-13
2:ncall=3 gap=0.0372012 obj=0.43054 reg=0.173322 risk=0.257219 w=[-0.456302,0.372065]
LowRankQP CONVERGED IN 12 ITERATIONS
Primal Feasibility = 3.5647736e-16
Dual Feasibility = 3.3306691e-15
Complementarity Value = 1.3845608e-12
Duality Gap = 1.3851142e-12
Termination Condition = 9.8631916e-13
3:ncall=4 gap=0.0107409 obj=0.414506 reg=0.218508 risk=0.195998 w=[-0.533752,0.390032]
LowRankQP CONVERGED IN 11 ITERATIONS
Primal Feasibility = 1.1141041e-15
Dual Feasibility = 1.9984014e-14
Complementarity Value = 7.2686195e-12
Duality Gap = 7.2718220e-12
Termination Condition = 5.1425610e-12
4:ncall=5 gap=0.00108233 obj=0.414506 reg=0.218508 risk=0.195998 w=[-0.533752,0.390032]
[,1]
[1,] -1.357021
[2,] -1.445287
[3,] -1.260530
[4,] -1.246158
[5,] -1.264643
[6,] -1.361134
[7,] -1.129148
[8,] -1.342649
[9,] -1.217414
[10,] -1.406284
[11,] -1.439140
[12,] -1.235899
[13,] -1.391912
[14,] -1.125036
[15,] -1.535631
[16,] -1.326243
[17,] -1.361134
[18,] -1.357021
[19,] -1.560262
[20,] -1.240011
[21,] -1.556150
[22,] -1.279015
[23,] -1.051142
[24,] -1.435028
[25,] -1.235899
[26,] -1.498662
[27,] -1.342649
[28,] -1.410396
[29,] -1.449400
[30,] -1.260530
[31,] -1.352908
[32,] -1.556150
[33,] -1.176377
[34,] -1.297499
[35,] -1.406284
[36,] -1.420656
[37,] -1.570522
[38,] -1.211268
[39,] -1.178411
[40,] -1.396024
[41,] -1.303646
[42,] -1.504809
[43,] -1.100405
[44,] -1.303646
[45,] -1.240011
[46,] -1.391912
[47,] -1.240011
[48,] -1.207155
[49,] -1.385765
[50,] -1.381652
[51,] -2.488159
[52,] -2.167908
[53,] -2.473787
[54,] -2.038560
[55,] -2.377296
[56,] -1.950295
[57,] -2.075530
[58,] -1.679306
[59,] -2.391668
[60,] -1.722422
[61,] -1.888694
[62,] -1.979039
[63,] -2.344440
[64,] -2.124792
[65,] -1.857916
[66,] -2.367037
[67,] -1.818913
[68,] -2.042673
[69,] -2.451190
[70,] -2.013929
[71,] -1.901032
[72,] -2.163795
[73,] -2.387555
[74,] -2.163795
[75,] -2.284918
[76,] -2.352665
[77,] -2.537422
[78,] -2.406040
[79,] -2.071417
[80,] -2.028301
[81,] -1.999557
[82,] -1.999557
[83,] -2.042673
[84,] -2.149423
[85,] -1.712163
[86,] -1.876401
[87,] -2.367037
[88,] -2.465562
[89,] -1.818913
[90,] -1.960554
[91,] -1.921551
[92,] -2.085789
[93,] -2.081676
[94,] -1.771685
[95,] -1.935923
[96,] -1.872288
[97,] -1.911291
[98,] -2.178167
[99,] -1.747053
[100,] -1.950295
[101,] -2.075530
[102,] -2.042673
[103,] -2.619541
[104,] -2.231543
[105,] -2.299290
[106,] -2.886417
[107,] -1.640303
[108,] -2.765294
[109,] -2.601056
[110,] -2.438897
[111,] -2.221283
[112,] -2.362924
[113,] -2.459415
[114,] -2.067304
[115,] -2.003670
[116,] -2.167908
[117,] -2.299290
[118,] -2.627766
[119,] -3.095805
[120,] -2.344440
[121,] -2.434784
[122,] -1.896920
[123,] -3.017798
[124,] -2.309549
[125,] -2.289030
[126,] -2.594909
[127,] -2.217171
[128,] -2.085789
[129,] -2.323921
[130,] -2.672916
[131,] -2.857673
[132,] -2.734516
[133,] -2.323921
[134,] -2.270546
[135,] -2.241802
[136,] -2.939792
[137,] -2.036526
[138,] -2.206911
[139,] -2.032414
[140,] -2.473787
[141,] -2.367037
[142,] -2.473787
[143,] -2.042673
[144,] -2.381409
[145,] -2.289030
[146,] -2.406040
[147,] -2.387555
[148,] -2.299290
[149,] -1.983151
[150,] -1.979039
Run nrbm with convex loss
LowRankQP CONVERGED IN 18 ITERATIONS
Primal Feasibility = 1.9517854e-17
Dual Feasibility = 0.0000000e+00
Complementarity Value = 1.9333766e-11
Duality Gap = 1.9333766e-11
Termination Condition = 1.9333766e-11
1:ncall=2 gap=1 obj=1 reg=0 risk=1 w=[0,0]
LowRankQP CONVERGED IN 12 ITERATIONS
Primal Feasibility = 2.3908367e-14
Dual Feasibility = 0.0000000e+00
Complementarity Value = 3.2022979e-12
Duality Gap = 3.2023019e-12
Termination Condition = 3.2022129e-12
2:ncall=3 gap=0.689532 obj=0.689559 reg=2.65567e-05 risk=0.689532 w=[-0.0066503,0.00296263]
LowRankQP CONVERGED IN 21 ITERATIONS
Primal Feasibility = 2.7238794e-12
Dual Feasibility = 0.0000000e+00
Complementarity Value = 1.8019420e-11
Duality Gap = 1.8019256e-11
Termination Condition = 1.8018212e-11
3:ncall=4 gap=0.251596 obj=0.251663 reg=6.70608e-05 risk=0.251596 w=[-0.00958544,0.00648947]
LowRankQP CONVERGED IN 21 ITERATIONS
Primal Feasibility = 3.2977870e-12
Dual Feasibility = 1.1102230e-16
Complementarity Value = 9.7458032e-12
Duality Gap = 9.7458638e-12
Termination Condition = 9.7446944e-12
4:ncall=5 gap=0.100004 obj=0.100118 reg=0.000113787 risk=0.100004 w=[-0.0100571,0.011242]
LowRankQP CONVERGED IN 22 ITERATIONS
Primal Feasibility = 6.2549231e-12
Dual Feasibility = 0.0000000e+00
Complementarity Value = 2.6076103e-12
Duality Gap = 2.6092917e-12
Termination Condition = 2.6071316e-12
5:ncall=6 gap=0.0561003 obj=0.0562839 reg=0.000183647 risk=0.0561003 w=[-0.01492,0.0120208]
LowRankQP CONVERGED IN 26 ITERATIONS
Primal Feasibility = 1.7317929e-11
Dual Feasibility = 0.0000000e+00
Complementarity Value = 3.7369053e-11
Duality Gap = 3.7369791e-11
Termination Condition = 3.7361498e-11
6:ncall=7 gap=0.0480279 obj=0.0482301 reg=0.000202214 risk=0.0480279 w=[-0.0111095,0.016763]
LowRankQP CONVERGED IN 24 ITERATIONS
Primal Feasibility = 5.4300317e-12
Dual Feasibility = 0.0000000e+00
Complementarity Value = 6.8865874e-13
Duality Gap = 6.8849401e-13
Termination Condition = 6.8847964e-13
7:ncall=8 gap=0.0354716 obj=0.0357318 reg=0.000260138 risk=0.0354716 w=[-0.0145094,0.0175981]
LowRankQP CONVERGED IN 25 ITERATIONS
Primal Feasibility = 3.4922701e-12
Dual Feasibility = 2.2204460e-16
Complementarity Value = 1.5876541e-12
Duality Gap = 1.5876102e-12
Termination Condition = 1.5871980e-12
8:ncall=9 gap=0.0354444 obj=0.0357318 reg=0.000260138 risk=0.0354716 w=[-0.0145094,0.0175981]
LowRankQP CONVERGED IN 26 ITERATIONS
Primal Feasibility = 2.1567826e-11
Dual Feasibility = 1.1102230e-16
Complementarity Value = 1.3521845e-12
Duality Gap = 1.3518423e-12
Termination Condition = 1.3517188e-12
9:ncall=10 gap=0.0262886 obj=0.0266331 reg=0.000344543 risk=0.0262886 w=[-0.0190909,0.0180115]
LowRankQP CONVERGED IN 24 ITERATIONS
Primal Feasibility = 1.2748913e-11
Dual Feasibility = 2.2204460e-16
Complementarity Value = 8.9070616e-12
Duality Gap = 8.9088318e-12
Termination Condition = 8.9034020e-12
10:ncall=11 gap=0.0262221 obj=0.0266331 reg=0.000344543 risk=0.0262886 w=[-0.0190909,0.0180115]
LowRankQP CONVERGED IN 23 ITERATIONS
Primal Feasibility = 9.8084847e-12
Dual Feasibility = 0.0000000e+00
Complementarity Value = 1.5448578e-12
Duality Gap = 1.5459364e-12
Termination Condition = 1.5441055e-12
11:ncall=12 gap=0.0163421 obj=0.0168293 reg=0.000487208 risk=0.0163421 w=[-0.0217831,0.0223536]
LowRankQP CONVERGED IN 24 ITERATIONS
Primal Feasibility = 2.8225792e-11
Dual Feasibility = 0.0000000e+00
Complementarity Value = 4.9629042e-11
Duality Gap = 4.9630768e-11
Termination Condition = 4.9584347e-11
12:ncall=13 gap=0.0159279 obj=0.0168293 reg=0.000487208 risk=0.0163421 w=[-0.0217831,0.0223536]
LowRankQP CONVERGED IN 24 ITERATIONS
Primal Feasibility = 3.7455833e-11
Dual Feasibility = 2.2204460e-16
Complementarity Value = 7.0933512e-13
Duality Gap = 6.9898077e-13
Termination Condition = 7.0864790e-13
13:ncall=14 gap=0.0112716 obj=0.0122414 reg=0.00096976 risk=0.0112716 w=[-0.0336702,0.0283732]
LowRankQP CONVERGED IN 23 ITERATIONS
Primal Feasibility = 3.8778226e-11
Dual Feasibility = 3.3306691e-16
Complementarity Value = 1.9698655e-11
Duality Gap = 1.9707300e-11
Termination Condition = 1.9677701e-11
14:ncall=15 gap=0.0111765 obj=0.0122414 reg=0.00096976 risk=0.0112716 w=[-0.0336702,0.0283732]
LowRankQP CONVERGED IN 22 ITERATIONS
Primal Feasibility = 3.8731554e-11
Dual Feasibility = 0.0000000e+00
Complementarity Value = 5.0804142e-12
Duality Gap = 5.0574358e-12
Termination Condition = 5.0747227e-12
15:ncall=16 gap=0.00565734 obj=0.00677888 reg=0.00112154 risk=0.00565734 w=[-0.0370628,0.0294669]
LowRankQP CONVERGED IN 22 ITERATIONS
Primal Feasibility = 5.3830944e-11
Dual Feasibility = 1.1102230e-16
Complementarity Value = 2.3264717e-11
Duality Gap = 2.3253108e-11
Termination Condition = 2.3237430e-11
16:ncall=17 gap=0.00402432 obj=0.00519856 reg=0.00117424 risk=0.00402432 w=[-0.0361199,0.0322956]
LowRankQP CONVERGED IN 22 ITERATIONS
Primal Feasibility = 5.7866389e-11
Dual Feasibility = 5.5511151e-16
Complementarity Value = 1.5948706e-12
Duality Gap = 1.4588097e-12
Termination Condition = 1.5924276e-12
17:ncall=18 gap=0.000771767 obj=0.00230588 reg=0.00153412 risk=0.000771767 w=[-0.0426594,0.0353138]
LowRankQP CONVERGED IN 21 ITERATIONS
Primal Feasibility = 7.3739016e-11
Dual Feasibility = 2.2204460e-16
Complementarity Value = 2.2868557e-12
Duality Gap = 2.2359068e-12
Termination Condition = 2.2832812e-12
18:ncall=19 gap=-2.77556e-17 obj=0.00156553 reg=0.00156553 risk=1.39944e-12 w=[-0.0429351,0.0358651]
[,1]
[1,] TRUE
[2,] TRUE
[3,] TRUE
[4,] TRUE
[5,] TRUE
[6,] TRUE
[7,] TRUE
[8,] TRUE
[9,] TRUE
[10,] TRUE
[11,] TRUE
[12,] TRUE
[13,] TRUE
[14,] TRUE
[15,] TRUE
[16,] TRUE
[17,] TRUE
[18,] TRUE
[19,] TRUE
[20,] TRUE
[21,] TRUE
[22,] TRUE
[23,] TRUE
[24,] TRUE
[25,] TRUE
[26,] TRUE
[27,] TRUE
[28,] TRUE
[29,] TRUE
[30,] TRUE
[31,] TRUE
[32,] TRUE
[33,] TRUE
[34,] TRUE
[35,] TRUE
[36,] TRUE
[37,] TRUE
[38,] TRUE
[39,] TRUE
[40,] TRUE
[41,] TRUE
[42,] TRUE
[43,] TRUE
[44,] TRUE
[45,] TRUE
[46,] TRUE
[47,] TRUE
[48,] TRUE
[49,] TRUE
[50,] TRUE
[51,] FALSE
[52,] FALSE
[53,] FALSE
[54,] FALSE
[55,] FALSE
[56,] FALSE
[57,] FALSE
[58,] FALSE
[59,] FALSE
[60,] FALSE
[61,] FALSE
[62,] FALSE
[63,] FALSE
[64,] FALSE
[65,] FALSE
[66,] FALSE
[67,] FALSE
[68,] FALSE
[69,] FALSE
[70,] FALSE
[71,] FALSE
[72,] FALSE
[73,] FALSE
[74,] FALSE
[75,] FALSE
[76,] FALSE
[77,] FALSE
[78,] FALSE
[79,] FALSE
[80,] FALSE
[81,] FALSE
[82,] FALSE
[83,] FALSE
[84,] FALSE
[85,] FALSE
[86,] FALSE
[87,] FALSE
[88,] FALSE
[89,] FALSE
[90,] FALSE
[91,] FALSE
[92,] FALSE
[93,] FALSE
[94,] FALSE
[95,] FALSE
[96,] FALSE
[97,] FALSE
[98,] FALSE
[99,] FALSE
[100,] FALSE
[101,] FALSE
[102,] FALSE
[103,] FALSE
[104,] FALSE
[105,] FALSE
[106,] FALSE
[107,] FALSE
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[109,] FALSE
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[113,] FALSE
[114,] FALSE
[115,] FALSE
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[117,] FALSE
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[147,] FALSE
[148,] FALSE
[149,] FALSE
[150,] FALSE
attr(,"decision.value")
[,1]
[1,] 0.022327597
[2,] 0.012982056
[3,] 0.028742087
[4,] 0.029449082
[5,] 0.030207613
[6,] 0.023793123
[7,] 0.040208613
[8,] 0.023034592
[9,] 0.030863072
[10,] 0.016568566
[11,] 0.016620102
[12,] 0.031621602
[13,] 0.017275561
[14,] 0.038743087
[15,] 0.010205612
[16,] 0.028845159
[17,] 0.023793123
[18,] 0.022327597
[19,] 0.007326097
[20,] 0.033087128
[21,] 0.005860571
[22,] 0.029500618
[23,] 0.047381633
[24,] 0.015154577
[25,] 0.031621602
[26,] 0.008688551
[27,] 0.023034592
[28,] 0.018034092
[29,] 0.014447582
[30,] 0.028742087
[31,] 0.020862072
[32,] 0.005860571
[33,] 0.039553154
[34,] 0.030259148
[35,] 0.016568566
[36,] 0.015861572
[37,] 0.005153577
[38,] 0.034501118
[39,] 0.034449582
[40,] 0.018741087
[41,] 0.026621102
[42,] 0.005050505
[43,] 0.041622602
[44,] 0.026621102
[45,] 0.033087128
[46,] 0.017275561
[47,] 0.033087128
[48,] 0.033035592
[49,] 0.020913607
[50,] 0.019448082
[51,] -0.070008531
[52,] -0.044247501
[53,] -0.069301537
[54,] -0.037884546
[55,] -0.062887047
[56,] -0.028539006
[57,] -0.036367485
[58,] -0.008537005
[59,] -0.063594042
[60,] -0.010657990
[61,] -0.027176551
[62,] -0.029952995
[63,] -0.062938582
[64,] -0.042126516
[65,] -0.020658990
[66,] -0.060714526
[67,] -0.017072480
[68,] -0.036419021
[69,] -0.071525593
[70,] -0.035005031
[71,] -0.022779975
[72,] -0.045713026
[73,] -0.065059567
[74,] -0.045713026
[75,] -0.055007031
[76,] -0.060007531
[77,] -0.075767562
[78,] -0.064301037
[79,] -0.037833011
[80,] -0.035712026
[81,] -0.034298036
[82,] -0.034298036
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