RealAdaBoost: Base classifiers: ZeroR predicts class value: P RandomTree ========== time < 153 | status = 0 | | disease_type = Acute_Nephritis | | | patient < 29 : P (4.76/0) | | | patient >= 29 : N (1.05/0) | | disease_type = Glomerulo_Nephritis | | | patient < 10.5 : N (1.05/0) | | | patient >= 10.5 : P (1.9/0) | | disease_type = Other | | | patient < 21 | | | | age < 25.5 : P (0.95/0) | | | | age >= 25.5 : N (2.11/0) | | | patient >= 21 : P (2.85/0) | | disease_type = Polycystic_Kidney_Disease : N (2.11/0) | status = 1 | | disease_type = Acute_Nephritis | | | time < 12.5 : P (1.9/0) | | | time >= 12.5 | | | | sex = female | | | | | time < 38.5 : N (5.27/0) | | | | | time >= 38.5 | | | | | | time < 55.5 | | | | | | | time < 41 : P (0.95/0) | | | | | | | time >= 41 | | | | | | | | time < 48 : N (1.05/0) | | | | | | | | time >= 48 : P (0.95/0) | | | | | | time >= 55.5 : N (3.16/0) | | | | sex = male : P (1.9/0) | | disease_type = Glomerulo_Nephritis | | | time < 131 | | | | age < 55 | | | | | patient < 19.5 | | | | | | patient < 8.5 : N (3.16/0) | | | | | | patient >= 8.5 : P (0.95/0) | | | | | patient >= 19.5 : N (4.22/0) | | | | age >= 55 : P (0.95/0) | | | time >= 131 : P (0.95/0) | | disease_type = Other | | | patient < 5.5 : N (6.32/0) | | | patient >= 5.5 | | | | age < 19 : P (0.95/0) | | | | age >= 19 | | | | | time < 64.5 : N (2.11/0) | | | | | time >= 64.5 | | | | | | time < 116.5 : P (0.95/0) | | | | | | time >= 116.5 : N (2.11/0) | | disease_type = Polycystic_Kidney_Disease | | | age < 49 : P (0.95/0) | | | age >= 49 : N (4.22/0) time >= 153 : P (16.17/0) Size of the tree : 51 RandomTree ========== patient < 27.5 | time < 145 | | patient < 5.5 : N (8.43/0) | | patient >= 5.5 | | | patient < 23.5 | | | | patient < 22.5 | | | | | time < 83 | | | | | | age < 52 | | | | | | | patient < 6.5 : P (0.95/0) | | | | | | | patient >= 6.5 | | | | | | | | patient < 8.5 : N (2.11/0) | | | | | | | | patient >= 8.5 | | | | | | | | | time < 7.5 : P (0.95/0) | | | | | | | | | time >= 7.5 | | | | | | | | | | disease_type = Acute_Nephritis | | | | | | | | | | | patient < 13.5 : N (1.05/0) | | | | | | | | | | | patient >= 13.5 : P (0.95/0) | | | | | | | | | | disease_type = Glomerulo_Nephritis : P (0.95/0) | | | | | | | | | | disease_type = Other | | | | | | | | | | | time < 19.5 : N (2.11/0) | | | | | | | | | | | time >= 19.5 : P (1.9/0) | | | | | | | | | | disease_type = Polycystic_Kidney_Disease : P (0/0) | | | | | | age >= 52 : P (4.76/0) | | | | | time >= 83 | | | | | | time < 111 : N (2.11/0) | | | | | | time >= 111 | | | | | | | patient < 15 : N (1.05/0) | | | | | | | patient >= 15 : P (0.95/0) | | | | patient >= 22.5 : N (2.11/0) | | | patient >= 23.5 : P (5.71/0) | time >= 145 : P (17.12/0) patient >= 27.5 | age < 47.5 | | patient < 34.5 : P (1.9/0) | | patient >= 34.5 | | | patient < 35.5 : N (2.11/0) | | | patient >= 35.5 : P (1.9/0) | age >= 47.5 : N (16.87/0) Size of the tree : 39 RandomTree ========== time < 153 | age < 47 | | age < 38.5 | | | time < 23 : N (6.32/0) | | | time >= 23 | | | | time < 26.5 : P (2.85/0) | | | | time >= 26.5 | | | | | disease_type = Acute_Nephritis : N (2.11/0) | | | | | disease_type = Glomerulo_Nephritis : P (0.95/0) | | | | | disease_type = Other : N (4.22/0) | | | | | disease_type = Polycystic_Kidney_Disease : P (0/0) | | age >= 38.5 | | | disease_type = Acute_Nephritis : P (6.66/0) | | | disease_type = Glomerulo_Nephritis : P (0.95/0) | | | disease_type = Other | | | | age < 43 : P (1.9/0) | | | | age >= 43 | | | | | status = 0 : N (1.05/0) | | | | | status = 1 | | | | | | time < 64.5 : N (1.05/0) | | | | | | time >= 64.5 : P (0.95/0) | | | disease_type = Polycystic_Kidney_Disease : P (0.95/0) | age >= 47 | | disease_type = Acute_Nephritis | | | age < 56.5 : N (6.32/0) | | | age >= 56.5 | | | | age < 61 : P (2.85/0) | | | | age >= 61 | | | | | patient < 16 : P (0.95/0) | | | | | patient >= 16 : N (2.11/0) | | disease_type = Glomerulo_Nephritis | | | patient < 24 | | | | sex = female | | | | | time < 26.5 | | | | | | patient < 10.5 : N (2.11/0) | | | | | | patient >= 10.5 : P (0.95/0) | | | | | time >= 26.5 : P (0.95/0) | | | | sex = male | | | | | time < 12 : N (2.11/0) | | | | | time >= 12 : P (0.95/0) | | | patient >= 24 : N (4.22/0) | | disease_type = Other : P (0/0) | | disease_type = Polycystic_Kidney_Disease : N (6.32/0) time >= 153 : P (16.17/0) Size of the tree : 45 RandomTree ========== disease_type = Acute_Nephritis | time < 104.5 | | sex = female | | | patient < 26 | | | | age < 38.5 : N (2.11/0) | | | | age >= 38.5 | | | | | age < 53 : P (3.81/0) | | | | | age >= 53 | | | | | | time < 33 : N (1.05/0) | | | | | | time >= 33 | | | | | | | age < 66 : N (1.05/0) | | | | | | | age >= 66 : P (0.95/0) | | | patient >= 26 : N (6.32/0) | | sex = male : P (3.81/0) | time >= 104.5 : P (4.76/0) disease_type = Glomerulo_Nephritis | patient < 7.5 : N (4.22/0) | patient >= 7.5 | | patient < 28 : P (7.61/0) | | patient >= 28 | | | status = 0 : P (0.95/0) | | | status = 1 | | | | age < 48.5 : P (0.95/0) | | | | age >= 48.5 : N (4.22/0) disease_type = Other | sex = female | | time < 15.5 : N (3.16/0) | | time >= 15.5 | | | time < 159 | | | | time < 81 : P (4.76/0) | | | | time >= 81 | | | | | patient < 19 | | | | | | patient < 15 : N (1.05/0) | | | | | | patient >= 15 : P (0.95/0) | | | | | patient >= 19 : N (2.11/0) | | | time >= 159 : P (7.61/0) | sex = male : N (6.32/0) disease_type = Polycystic_Kidney_Disease | patient < 27 : P (1.9/0) | patient >= 27 : N (6.32/0) Size of the tree : 41 RandomTree ========== time < 153 | status = 0 | | disease_type = Acute_Nephritis | | | patient < 29 : P (4.76/0) | | | patient >= 29 : N (1.05/0) | | disease_type = Glomerulo_Nephritis | | | time < 9 : P (0.95/0) | | | time >= 9 | | | | patient < 10.5 : N (1.05/0) | | | | patient >= 10.5 : P (0.95/0) | | disease_type = Other | | | patient < 21 | | | | age < 25.5 : P (0.95/0) | | | | age >= 25.5 : N (2.11/0) | | | patient >= 21 : P (2.85/0) | | disease_type = Polycystic_Kidney_Disease : N (2.11/0) | status = 1 | | age < 66 | | | disease_type = Acute_Nephritis | | | | sex = female | | | | | age < 47.5 | | | | | | time < 22.5 : P (0.95/0) | | | | | | time >= 22.5 | | | | | | | time < 38.5 : N (1.05/0) | | | | | | | time >= 38.5 | | | | | | | | age < 38.5 : N (1.05/0) | | | | | | | | age >= 38.5 : P (0.95/0) | | | | | age >= 47.5 : N (7.38/0) | | | | sex = male : P (2.85/0) | | | disease_type = Glomerulo_Nephritis | | | | age < 29 : P (0.95/0) | | | | age >= 29 | | | | | patient < 19.5 | | | | | | patient < 7.5 : N (3.16/0) | | | | | | patient >= 7.5 : P (1.9/0) | | | | | patient >= 19.5 : N (4.22/0) | | | disease_type = Other | | | | sex = female | | | | | age < 19 : P (0.95/0) | | | | | age >= 19 | | | | | | patient < 19 | | | | | | | time < 127.5 : P (0.95/0) | | | | | | | time >= 127.5 : N (1.05/0) | | | | | | patient >= 19 : N (3.16/0) | | | | sex = male : N (6.32/0) | | | disease_type = Polycystic_Kidney_Disease | | | | patient < 27 : P (0.95/0) | | | | patient >= 27 : N (4.22/0) | | age >= 66 : P (0.95/0) time >= 153 : P (16.17/0) Size of the tree : 51 RandomTree ========== age < 47.5 | time < 145 | | age < 38.5 | | | patient < 14 | | | | age < 22 | | | | | patient < 5.5 : N (2.11/0) | | | | | patient >= 5.5 : P (0.95/0) | | | | age >= 22 : N (8.43/0) | | | patient >= 14 | | | | status = 0 : P (1.9/0) | | | | status = 1 | | | | | patient < 31 : P (0.95/0) | | | | | patient >= 31 : N (2.11/0) | | age >= 38.5 | | | age < 43.5 : P (6.66/0) | | | age >= 43.5 | | | | patient < 19 : P (1.9/0) | | | | patient >= 19 | | | | | age < 44.5 : N (2.11/0) | | | | | age >= 44.5 : P (0.95/0) | time >= 145 : P (11.42/0) age >= 47.5 | patient < 27 | | time < 89.5 | | | time < 14 | | | | disease_type = Acute_Nephritis | | | | | status = 0 : P (0.95/0) | | | | | status = 1 : N (1.05/0) | | | | disease_type = Glomerulo_Nephritis : N (3.16/0) | | | | disease_type = Other : P (0/0) | | | | disease_type = Polycystic_Kidney_Disease : P (0/0) | | | time >= 14 | | | | time < 59.5 | | | | | age < 49.5 : N (1.05/0) | | | | | age >= 49.5 : P (4.76/0) | | | | time >= 59.5 : N (1.05/0) | | time >= 89.5 : P (7.61/0) | patient >= 27 : N (16.87/0) Size of the tree : 39 RandomTree ========== patient < 27.5 | time < 145 | | disease_type = Acute_Nephritis | | | patient < 23.5 | | | | age < 38.5 : N (2.11/0) | | | | age >= 38.5 | | | | | patient < 19.5 : P (4.76/0) | | | | | patient >= 19.5 : N (2.11/0) | | | patient >= 23.5 : P (4.76/0) | | disease_type = Glomerulo_Nephritis | | | patient < 7.5 : N (4.22/0) | | | patient >= 7.5 : P (3.81/0) | | disease_type = Other | | | patient < 5.5 : N (6.32/0) | | | patient >= 5.5 | | | | age < 32 : P (2.85/0) | | | | age >= 32 | | | | | time < 111 : N (3.16/0) | | | | | time >= 111 | | | | | | patient < 15 : N (1.05/0) | | | | | | patient >= 15 : P (0.95/0) | | disease_type = Polycystic_Kidney_Disease : P (0/0) | time >= 145 : P (17.12/0) patient >= 27.5 | disease_type = Acute_Nephritis : N (6.32/0) | disease_type = Glomerulo_Nephritis | | age < 49 : P (1.9/0) | | age >= 49 : N (4.22/0) | disease_type = Other | | age < 32 : N (2.11/0) | | age >= 32 : P (1.9/0) | disease_type = Polycystic_Kidney_Disease : N (6.32/0) Size of the tree : 33 RandomTree ========== time < 153 | age < 47 | | age < 38.5 | | | age < 19.5 | | | | patient < 5.5 : N (2.11/0) | | | | patient >= 5.5 : P (2.85/0) | | | age >= 19.5 | | | | status = 0 | | | | | time < 16 : N (1.05/0) | | | | | time >= 16 : P (0.95/0) | | | | status = 1 : N (9.49/0) | | age >= 38.5 | | | age < 43.5 : P (7.61/0) | | | age >= 43.5 | | | | time < 111 | | | | | time < 11 : P (1.9/0) | | | | | time >= 11 : N (2.11/0) | | | | time >= 111 : P (1.9/0) | age >= 47 | | age < 66 | | | disease_type = Acute_Nephritis | | | | age < 56.5 : N (6.32/0) | | | | age >= 56.5 | | | | | age < 61 : P (2.85/0) | | | | | age >= 61 : N (2.11/0) | | | disease_type = Glomerulo_Nephritis | | | | patient < 7.5 : N (4.22/0) | | | | patient >= 7.5 | | | | | age < 52 : P (0.95/0) | | | | | age >= 52 | | | | | | patient < 24 : P (1.9/0) | | | | | | patient >= 24 : N (4.22/0) | | | disease_type = Other : P (0/0) | | | disease_type = Polycystic_Kidney_Disease : N (6.32/0) | | age >= 66 : P (0.95/0) time >= 153 : P (16.17/0) Size of the tree : 37 RandomTree ========== time < 153 | status = 0 | | disease_type = Acute_Nephritis | | | sex = female | | | | patient < 29 : P (3.81/0) | | | | patient >= 29 : N (1.05/0) | | | sex = male : P (0.95/0) | | disease_type = Glomerulo_Nephritis | | | patient < 10.5 : N (1.05/0) | | | patient >= 10.5 : P (1.9/0) | | disease_type = Other | | | age < 43 | | | | age < 32 : P (1.9/0) | | | | age >= 32 | | | | | patient < 24 : N (1.05/0) | | | | | patient >= 24 : P (1.9/0) | | | age >= 43 : N (1.05/0) | | disease_type = Polycystic_Kidney_Disease : N (2.11/0) | status = 1 | | time < 38.5 | | | patient < 26.5 | | | | disease_type = Acute_Nephritis | | | | | sex = female | | | | | | age < 39.5 : N (1.05/0) | | | | | | age >= 39.5 | | | | | | | age < 53 : P (0.95/0) | | | | | | | age >= 53 : N (1.05/0) | | | | | sex = male : P (1.9/0) | | | | disease_type = Glomerulo_Nephritis | | | | | time < 12 : N (2.11/0) | | | | | time >= 12 | | | | | | patient < 5 : N (1.05/0) | | | | | | patient >= 5 : P (1.9/0) | | | | disease_type = Other | | | | | patient < 5.5 : N (6.32/0) | | | | | patient >= 5.5 | | | | | | patient < 13 : P (0.95/0) | | | | | | patient >= 13 : N (1.05/0) | | | | disease_type = Polycystic_Kidney_Disease : P (0/0) | | | patient >= 26.5 : N (8.43/0) | | time >= 38.5 | | | age < 48.5 | | | | age < 38.5 | | | | | age < 16 : P (0.95/0) | | | | | age >= 16 : N (3.16/0) | | | | age >= 38.5 : P (3.81/0) | | | age >= 48.5 | | | | patient < 16 : P (0.95/0) | | | | patient >= 16 : N (7.38/0) time >= 153 : P (16.17/0) Size of the tree : 51 RandomTree ========== patient < 27.5 | age < 51.5 | | time < 145 | | | age < 38.5 | | | | sex = female | | | | | age < 32 : P (3.81/0) | | | | | age >= 32 : N (4.22/0) | | | | sex = male : N (6.32/0) | | | age >= 38.5 | | | | patient < 8.5 : N (4.22/0) | | | | patient >= 8.5 | | | | | age < 43.5 : P (4.76/0) | | | | | age >= 43.5 | | | | | | time < 111 | | | | | | | patient < 15.5 : P (1.9/0) | | | | | | | patient >= 15.5 : N (2.11/0) | | | | | | time >= 111 : P (0.95/0) | | time >= 145 : P (10.46/0) | age >= 51.5 | | patient < 21 : P (10.46/0) | | patient >= 21 | | | age < 60 : P (1.9/0) | | | age >= 60 : N (2.11/0) patient >= 27.5 | disease_type = Acute_Nephritis : N (6.32/0) | disease_type = Glomerulo_Nephritis | | age < 49 : P (1.9/0) | | age >= 49 : N (4.22/0) | disease_type = Other | | time < 86.5 | | | patient < 35.5 : N (1.05/0) | | | patient >= 35.5 : P (1.9/0) | | time >= 86.5 : N (1.05/0) | disease_type = Polycystic_Kidney_Disease : N (6.32/0) Size of the tree : 35 Number of performed Iterations: 10