RealAdaBoost: Base classifiers: ZeroR predicts class value: 0 RandomTree ========== CAP < 17 | Length.of.service < 22.31 | | PA.normalized < 18.9 | | | CAP < 13.5 : 1 (81.4/0) | | | CAP >= 13.5 | | | | PA.normalized < 15.56 : 1 (40.7/0) | | | | PA.normalized >= 15.56 : 0 (0.55/0) | | PA.normalized >= 18.9 : 0 (2.21/0) | Length.of.service >= 22.31 : 0 (2.76/0) CAP >= 17 | PA.normalized < 3.89 | | CAP < 28.5 : 1 (6.78/0) | | CAP >= 28.5 : 0 (2.76/0) | PA.normalized >= 3.89 : 0 (126.84/0) Size of the tree : 15 RandomTree ========== CAP < 17 | Length.of.service < 22.31 | | PA.normalized < 18.9 | | | Length.of.service < 8.21 : 1 (88.18/0) | | | Length.of.service >= 8.21 | | | | CAP < 13 : 1 (27.13/0) | | | | CAP >= 13 | | | | | Length.of.service < 12.08 : 0 (0.55/0) | | | | | Length.of.service >= 12.08 : 1 (6.78/0) | | PA.normalized >= 18.9 : 0 (2.21/0) | Length.of.service >= 22.31 : 0 (2.76/0) CAP >= 17 | Length.of.service < 1.83 | | CAP < 29 : 1 (6.78/0) | | CAP >= 29 : 0 (3.31/0) | Length.of.service >= 1.83 : 0 (126.29/0) Size of the tree : 17 RandomTree ========== CAP < 17 | Length.of.service < 22.31 | | PA.normalized < 18.9 | | | Length.of.service < 8.21 : 1 (88.18/0) | | | Length.of.service >= 8.21 | | | | CAP < 13 : 1 (27.13/0) | | | | CAP >= 13 | | | | | Length.of.service < 12.08 : 0 (0.55/0) | | | | | Length.of.service >= 12.08 : 1 (6.78/0) | | PA.normalized >= 18.9 : 0 (2.21/0) | Length.of.service >= 22.31 : 0 (2.76/0) CAP >= 17 | PA.normalized < 3.89 | | CAP < 28.5 : 1 (6.78/0) | | CAP >= 28.5 : 0 (2.76/0) | PA.normalized >= 3.89 : 0 (126.84/0) Size of the tree : 17 RandomTree ========== CAP < 17 | PA.normalized < 18.35 | | Length.of.service < 25.62 | | | Length.of.service < 8.21 : 1 (88.18/0) | | | Length.of.service >= 8.21 | | | | Length.of.service < 8.7 : 0 (0.55/0) | | | | Length.of.service >= 8.7 : 1 (33.92/0) | | Length.of.service >= 25.62 : 0 (0.55/0) | PA.normalized >= 18.35 : 0 (4.41/0) CAP >= 17 | PA.normalized < 3.89 | | CAP < 28.5 : 1 (6.78/0) | | CAP >= 28.5 : 0 (2.76/0) | PA.normalized >= 3.89 : 0 (126.84/0) Size of the tree : 15 RandomTree ========== CAP < 17 | PA.normalized < 18.35 | | CAP < 13.5 : 1 (81.4/0) | | CAP >= 13.5 | | | PA.normalized < 15.56 : 1 (40.7/0) | | | PA.normalized >= 15.56 : 0 (1.1/0) | PA.normalized >= 18.35 : 0 (4.41/0) CAP >= 17 | Length.of.service < 1.83 | | CAP < 29 : 1 (6.78/0) | | CAP >= 29 : 0 (3.31/0) | Length.of.service >= 1.83 : 0 (126.29/0) Size of the tree : 13 RandomTree ========== CAP < 17 | PA.normalized < 18.35 | | Length.of.service < 25.62 | | | CAP < 13.5 : 1 (81.4/0) | | | CAP >= 13.5 | | | | CAP < 14.5 : 0 (0.55/0) | | | | CAP >= 14.5 : 1 (40.7/0) | | Length.of.service >= 25.62 : 0 (0.55/0) | PA.normalized >= 18.35 : 0 (4.41/0) CAP >= 17 | PA.normalized < 3.89 | | CAP < 28.5 : 1 (6.78/0) | | CAP >= 28.5 : 0 (2.76/0) | PA.normalized >= 3.89 : 0 (126.84/0) Size of the tree : 15 RandomTree ========== CAP < 17 | PA.normalized < 18.35 | | Length.of.service < 25.62 | | | Length.of.service < 8.21 : 1 (88.18/0) | | | Length.of.service >= 8.21 | | | | CAP < 13 : 1 (27.13/0) | | | | CAP >= 13 | | | | | Length.of.service < 12.08 : 0 (0.55/0) | | | | | Length.of.service >= 12.08 : 1 (6.78/0) | | Length.of.service >= 25.62 : 0 (0.55/0) | PA.normalized >= 18.35 : 0 (4.41/0) CAP >= 17 | PA.normalized < 3.89 | | Minority = 0 : 0 (1.65/0) | | Minority = 1 | | | CAP < 28.5 : 1 (6.78/0) | | | CAP >= 28.5 : 0 (1.1/0) | PA.normalized >= 3.89 : 0 (126.84/0) Size of the tree : 19 RandomTree ========== CAP < 17 | Length.of.service < 22.31 | | Length.of.service < 16.45 | | | PA.normalized < 18.9 | | | | PA.normalized < 16.12 : 1 (81.4/0) | | | | PA.normalized >= 16.12 | | | | | CAP < 13.5 : 1 (33.92/0) | | | | | CAP >= 13.5 : 0 (0.55/0) | | | PA.normalized >= 18.9 : 0 (0.55/0) | | Length.of.service >= 16.45 | | | CAP < 10.5 : 1 (6.78/0) | | | CAP >= 10.5 : 0 (1.65/0) | Length.of.service >= 22.31 : 0 (2.76/0) CAP >= 17 | PA.normalized < 3.89 | | CAP < 28.5 : 1 (6.78/0) | | CAP >= 28.5 : 0 (2.76/0) | PA.normalized >= 3.89 : 0 (126.84/0) Size of the tree : 19 RandomTree ========== CAP < 17 | Length.of.service < 22.31 | | PA.normalized < 18.9 | | | Length.of.service < 8.21 : 1 (88.18/0) | | | Length.of.service >= 8.21 | | | | CAP < 13 : 1 (27.13/0) | | | | CAP >= 13 | | | | | CAP < 14.5 : 0 (0.55/0) | | | | | CAP >= 14.5 : 1 (6.78/0) | | PA.normalized >= 18.9 : 0 (2.21/0) | Length.of.service >= 22.31 : 0 (2.76/0) CAP >= 17 | Length.of.service < 1.83 | | Minority = 0 : 0 (2.76/0) | | Minority = 1 | | | CAP < 29 : 1 (6.78/0) | | | CAP >= 29 : 0 (0.55/0) | Length.of.service >= 1.83 : 0 (126.29/0) Size of the tree : 19 RandomTree ========== CAP < 17 | Length.of.service < 22.31 | | PA.normalized < 18.9 | | | Length.of.service < 8.21 : 1 (88.18/0) | | | Length.of.service >= 8.21 | | | | Length.of.service < 8.7 : 0 (0.55/0) | | | | Length.of.service >= 8.7 : 1 (33.92/0) | | PA.normalized >= 18.9 : 0 (2.21/0) | Length.of.service >= 22.31 : 0 (2.76/0) CAP >= 17 | PA.normalized < 3.89 | | CAP < 28.5 : 1 (6.78/0) | | CAP >= 28.5 : 0 (2.76/0) | PA.normalized >= 3.89 : 0 (126.84/0) Size of the tree : 15 Number of performed Iterations: 10