RealAdaBoost: Base classifiers: ZeroR predicts class value: 1 RandomTree ========== attr5 = 1 | attr4 = 1 | | attr2 = 1 : 1 (15.39/0) | | attr2 = 2 : 1 (11.54/0) | | attr2 = 3 : 0 (17.7/0) | attr4 = 2 | | attr2 = 1 : 1 (14.43/0) | | attr2 = 2 : 1 (15.39/0) | | attr2 = 3 : 0 (13.54/0) | attr4 = 3 | | attr1 = 1 | | | attr2 = 1 : 1 (5.77/0) | | | attr2 = 2 : 1 (6.73/0) | | | attr2 = 3 : 0 (5.21/0) | | attr1 = 2 | | | attr2 = 1 : 1 (4.81/0) | | | attr2 = 2 : 1 (4.81/0) | | | attr2 = 3 : 0 (5.21/0) | | attr1 = 3 | | | attr6 = 1 | | | | attr2 = 1 : 1 (2.89/0) | | | | attr2 = 2 : 1 (2.89/0) | | | | attr2 = 3 : 0 (4.16/0) | | | attr6 = 2 | | | | attr2 = 1 : 1 (2.89/0) | | | | attr2 = 2 : 1 (2.89/0) | | | | attr2 = 3 : 0 (2.08/0) attr5 = 2 | attr1 = 1 | | attr3 = 1 | | | attr4 = 1 | | | | attr2 = 1 : 1 (3.85/0) | | | | attr2 = 2 : 1 (1.92/0) | | | | attr2 = 3 : 0 (3.12/0) | | | attr4 = 2 | | | | attr6 = 1 | | | | | attr2 = 1 : 1 (0.96/0) | | | | | attr2 = 2 : 1 (1.92/0) | | | | | attr2 = 3 : 0 (1.04/0) | | | | attr6 = 2 | | | | | attr2 = 1 : 1 (1.92/0) | | | | | attr2 = 2 : 1 (1.92/0) | | | | | attr2 = 3 : 0 (1.04/0) | | | attr4 = 3 | | | | attr2 = 1 : 1 (1.92/0) | | | | attr2 = 2 : 1 (3.85/0) | | | | attr2 = 3 : 0 (2.08/0) | | attr3 = 2 | | | attr2 = 1 : 1 (7.7/0) | | | attr2 = 2 : 1 (9.62/0) | | | attr2 = 3 : 0 (7.29/0) | attr1 = 2 | | attr4 = 1 | | | attr2 = 1 : 1 (4.81/0) | | | attr2 = 2 : 1 (4.81/0) | | | attr2 = 3 : 0 (5.21/0) | | attr4 = 2 | | | attr2 = 1 : 1 (3.85/0) | | | attr2 = 2 | | | | attr6 = 1 | | | | | attr3 = 1 : 0 (2/0.96) | | | | | attr3 = 2 : 1 (0.96/0) | | | | attr6 = 2 : 1 (1.92/0) | | | attr2 = 3 : 0 (6.25/0) | | attr4 = 3 | | | attr3 = 1 | | | | attr6 = 1 | | | | | attr2 = 1 : 1 (0.96/0) | | | | | attr2 = 2 : 1 (0.96/0) | | | | | attr2 = 3 : 0 (1.04/0) | | | | attr6 = 2 | | | | | attr2 = 1 : 1 (1.92/0) | | | | | attr2 = 2 : 1 (1.92/0) | | | | | attr2 = 3 : 0 (1.04/0) | | | attr3 = 2 | | | | attr2 = 1 : 1 (1.92/0) | | | | attr2 = 2 : 1 (1.92/0) | | | | attr2 = 3 : 0 (3.12/0) | attr1 = 3 | | attr3 = 1 | | | attr2 = 1 : 1 (6.73/0) | | | attr2 = 2 : 1 (6.73/0) | | | attr2 = 3 : 0 (8.33/0) | | attr3 = 2 | | | attr2 = 1 : 1 (6.73/0) | | | attr2 = 2 : 1 (6.73/0) | | | attr2 = 3 : 0 (7.29/0) attr5 = 3 | attr2 = 1 | | attr4 = 1 | | | attr3 = 1 | | | | attr1 = 1 | | | | | attr6 = 1 : 0 (2/0.96) | | | | | attr6 = 2 : 1 (0.96/0) | | | | attr1 = 2 : 1 (1.92/0) | | | | attr1 = 3 : 1 (2.89/0) | | | attr3 = 2 : 1 (5.77/0) | | attr4 = 2 : 1 (12.51/0) | | attr4 = 3 : 1 (14.43/0) | attr2 = 2 | | attr4 = 1 : 1 (15.39/0) | | attr4 = 2 | | | attr3 = 1 | | | | attr6 = 1 | | | | | attr1 = 1 : 0 (2/0.96) | | | | | attr1 = 2 : 1 (0.96/0) | | | | | attr1 = 3 : 1 (1.92/0) | | | | attr6 = 2 : 1 (2.89/0) | | | attr3 = 2 : 1 (7.7/0) | | attr4 = 3 | | | attr1 = 1 : 1 (4.81/0) | | | attr1 = 2 | | | | attr3 = 1 : 0 (4.01/1.92) | | | | attr3 = 2 : 1 (1.92/0) | | | attr1 = 3 : 1 (4.81/0) | attr2 = 3 | | attr4 = 1 : 1 (13.47/0) | | attr4 = 2 : 0 (17.7/0) | | attr4 = 3 : 0 (15.62/0) attr5 = 4 | attr4 = 1 | | attr1 = 1 : 0 (17.7/0) | | attr1 = 2 : 0 (16.66/0) | | attr1 = 3 | | | attr6 = 1 | | | | attr2 = 1 : 0 (2.08/0) | | | | attr2 = 2 : 0 (3.12/0) | | | | attr2 = 3 | | | | | attr3 = 1 : 0 (2/0.96) | | | | | attr3 = 2 : 0 (1.04/0) | | | attr6 = 2 : 0 (6.25/0) | attr4 = 2 : 0 (47.9/0) | attr4 = 3 : 0 (47.9/0) Size of the tree : 134 RandomTree ========== attr2 = 1 | attr4 = 1 | | attr1 = 1 | | | attr5 = 1 : 1 (3.23/0) | | | attr5 = 2 : 1 (4.52/0) | | | attr5 = 3 | | | | attr6 = 1 | | | | | attr3 = 1 : 0 (31.67/15.83) | | | | | attr3 = 2 : 1 (0.65/0) | | | | attr6 = 2 : 1 (1.29/0) | | | attr5 = 4 : 0 (4.2/0) | | attr1 = 2 | | | attr3 = 1 | | | | attr5 = 1 : 1 (2.58/0) | | | | attr5 = 2 : 1 (1.29/0) | | | | attr5 = 3 : 1 (1.29/0) | | | | attr5 = 4 : 0 (2.8/0) | | | attr3 = 2 | | | | attr6 = 1 | | | | | attr5 = 1 : 1 (0.65/0) | | | | | attr5 = 2 : 1 (0.65/0) | | | | | attr5 = 3 : 1 (0.65/0) | | | | | attr5 = 4 : 0 (0.7/0) | | | | attr6 = 2 | | | | | attr5 = 1 : 1 (0.65/0) | | | | | attr5 = 2 : 1 (1.29/0) | | | | | attr5 = 3 : 1 (0.65/0) | | | | | attr5 = 4 : 0 (0.7/0) | | attr1 = 3 | | | attr5 = 1 : 1 (3.23/0) | | | attr5 = 2 : 1 (3.88/0) | | | attr5 = 3 : 1 (3.23/0) | | | attr5 = 4 : 0 (2.8/0) | attr4 = 2 | | attr5 = 1 : 1 (9.69/0) | | attr5 = 2 : 1 (9.04/0) | | attr5 = 3 : 1 (8.4/0) | | attr5 = 4 : 0 (12.59/0) | attr4 = 3 | | attr3 = 1 | | | attr5 = 1 : 1 (4.52/0) | | | attr5 = 2 : 1 (4.52/0) | | | attr5 = 3 : 1 (4.52/0) | | | attr5 = 4 : 0 (5.59/0) | | attr3 = 2 | | | attr1 = 1 | | | | attr5 = 1 : 1 (2.58/0) | | | | attr5 = 2 : 1 (1.29/0) | | | | attr5 = 3 : 1 (2.58/0) | | | | attr5 = 4 : 0 (1.4/0) | | | attr1 = 2 | | | | attr5 = 1 : 1 (1.94/0) | | | | attr5 = 2 : 1 (1.29/0) | | | | attr5 = 3 : 1 (1.29/0) | | | | attr5 = 4 : 0 (1.4/0) | | | attr1 = 3 | | | | attr5 = 1 : 1 (1.94/0) | | | | attr5 = 2 : 1 (1.29/0) | | | | attr5 = 3 : 1 (1.29/0) | | | | attr5 = 4 : 0 (1.4/0) attr2 = 2 | attr4 = 1 | | attr3 = 1 | | | attr1 = 1 | | | | attr6 = 1 | | | | | attr5 = 1 : 1 (0.65/0) | | | | | attr5 = 2 : 1 (0.65/0) | | | | | attr5 = 3 : 1 (1.29/0) | | | | | attr5 = 4 : 0 (0.7/0) | | | | attr6 = 2 | | | | | attr5 = 1 : 1 (0.65/0) | | | | | attr5 = 2 : 1 (0.65/0) | | | | | attr5 = 3 : 1 (0.65/0) | | | | | attr5 = 4 : 0 (0.7/0) | | | attr1 = 2 | | | | attr5 = 1 : 1 (1.29/0) | | | | attr5 = 2 : 1 (1.29/0) | | | | attr5 = 3 : 1 (1.94/0) | | | | attr5 = 4 : 0 (2.1/0) | | | attr1 = 3 | | | | attr5 = 1 : 1 (1.29/0) | | | | attr5 = 2 : 1 (1.94/0) | | | | attr5 = 3 : 1 (1.29/0) | | | | attr5 = 4 : 0 (2.1/0) | | attr3 = 2 | | | attr5 = 1 : 1 (3.88/0) | | | attr5 = 2 : 1 (5.17/0) | | | attr5 = 3 : 1 (5.17/0) | | | attr5 = 4 : 0 (4.89/0) | attr4 = 2 | | attr5 = 1 : 1 (10.34/0) | | attr5 = 2 | | | attr3 = 1 | | | | attr1 = 1 : 1 (2.58/0) | | | | attr1 = 2 | | | | | attr6 = 1 : 0 (31.67/15.83) | | | | | attr6 = 2 : 1 (0.65/0) | | | | attr1 = 3 : 1 (1.29/0) | | | attr3 = 2 : 1 (5.17/0) | | attr5 = 3 | | | attr1 = 1 | | | | attr3 = 1 | | | | | attr6 = 1 : 0 (31.67/15.83) | | | | | attr6 = 2 : 1 (0.65/0) | | | | attr3 = 2 : 1 (1.29/0) | | | attr1 = 2 : 1 (3.88/0) | | | attr1 = 3 : 1 (3.23/0) | | attr5 = 4 : 0 (8.39/0) | attr4 = 3 | | attr3 = 1 | | | attr1 = 1 | | | | attr5 = 1 : 1 (2.58/0) | | | | attr5 = 2 : 1 (2.58/0) | | | | attr5 = 3 : 1 (1.94/0) | | | | attr5 = 4 : 0 (2.1/0) | | | attr1 = 2 | | | | attr6 = 1 | | | | | attr5 = 1 : 1 (1.29/0) | | | | | attr5 = 2 : 1 (0.65/0) | | | | | attr5 = 3 : 0 (31.67/15.83) | | | | | attr5 = 4 : 0 (0.7/0) | | | | attr6 = 2 | | | | | attr5 = 1 : 1 (0.65/0) | | | | | attr5 = 2 : 1 (1.29/0) | | | | | attr5 = 3 : 0 (31.67/15.83) | | | | | attr5 = 4 : 0 (1.4/0) | | | attr1 = 3 | | | | attr5 = 1 : 1 (1.94/0) | | | | attr5 = 2 : 1 (1.29/0) | | | | attr5 = 3 : 1 (1.29/0) | | | | attr5 = 4 : 0 (1.4/0) | | attr3 = 2 | | | attr5 = 1 : 1 (5.17/0) | | | attr5 = 2 : 1 (5.17/0) | | | attr5 = 3 : 1 (4.52/0) | | | attr5 = 4 : 0 (5.59/0) attr2 = 3 | attr4 = 1 | | attr1 = 1 | | | attr5 = 1 : 0 (4.2/0) | | | attr5 = 2 : 0 (4.2/0) | | | attr5 = 3 : 1 (2.58/0) | | | attr5 = 4 : 0 (4.2/0) | | attr1 = 2 | | | attr5 = 1 : 0 (3.5/0) | | | attr5 = 2 : 0 (3.5/0) | | | attr5 = 3 : 1 (3.23/0) | | | attr5 = 4 : 0 (3.5/0) | | attr1 = 3 | | | attr5 = 1 : 0 (4.2/0) | | | attr5 = 2 : 0 (2.8/0) | | | attr5 = 3 : 1 (3.23/0) | | | attr5 = 4 | | | | attr6 = 1 | | | | | attr3 = 1 : 0 (31.67/15.83) | | | | | attr3 = 2 : 0 (0.7/0) | | | | attr6 = 2 : 0 (1.4/0) | attr4 = 2 : 0 (42.66/0) | attr4 = 3 : 0 (43.35/0) Size of the tree : 160 RandomTree ========== attr5 = 1 | attr2 = 1 : 1 (3.55/0) | attr2 = 2 : 1 (3.4/0) | attr2 = 3 : 0 (3.68/0) attr5 = 2 | attr2 = 1 : 1 (3.33/0) | attr2 = 2 | | attr1 = 1 : 1 (1.48/0) | | attr1 = 2 | | | attr4 = 1 : 1 (0.37/0) | | | attr4 = 2 | | | | attr3 = 1 | | | | | attr6 = 1 : 0 (85.39/42.69) | | | | | attr6 = 2 : 1 (0.07/0) | | | | attr3 = 2 : 1 (0.15/0) | | | attr4 = 3 : 1 (0.37/0) | | attr1 = 3 : 1 (1.04/0) | attr2 = 3 : 0 (3.6/0) attr5 = 3 | attr3 = 1 | | attr1 = 1 | | | attr6 = 1 | | | | attr4 = 1 | | | | | attr2 = 1 : 0 (85.39/42.69) | | | | | attr2 = 2 : 1 (0.15/0) | | | | | attr2 = 3 : 1 (0.07/0) | | | | attr4 = 2 | | | | | attr2 = 1 : 1 (0.07/0) | | | | | attr2 = 2 : 0 (85.39/42.69) | | | | | attr2 = 3 : 0 (0.08/0) | | | | attr4 = 3 : 0 (0.31/0.15) | | | attr6 = 2 : 1 (0.83/0.24) | | attr1 = 2 | | | attr2 = 1 : 1 (0.52/0) | | | attr2 = 2 | | | | attr4 = 1 : 1 (0.22/0) | | | | attr4 = 2 : 1 (0.15/0) | | | | attr4 = 3 : 0 (170.78/85.39) | | | attr2 = 3 : 0 (0.7/0.22) | | attr1 = 3 : 1 (1.58/0.32) | attr3 = 2 | | attr2 = 1 : 1 (1.55/0) | | attr2 = 2 : 1 (1.7/0) | | attr2 = 3 : 0 (1.72/0.44) attr5 = 4 | attr6 = 1 | | attr1 = 1 : 0 (1.92/0) | | attr1 = 2 : 0 (1.84/0) | | attr1 = 3 | | | attr4 = 1 | | | | attr3 = 1 | | | | | attr2 = 1 : 0 (0.08/0) | | | | | attr2 = 2 : 0 (0.16/0) | | | | | attr2 = 3 : 0 (85.39/42.69) | | | | attr3 = 2 : 0 (0.24/0) | | | attr4 = 2 : 0 (0.48/0) | | | attr4 = 3 : 0 (0.64/0) | attr6 = 2 : 0 (5.6/0) Size of the tree : 59 RandomTree ========== attr5 = 1 : 1 (0.48/0.17) attr5 = 2 | attr2 = 1 : 1 (0.15/0) | attr2 = 2 | | attr4 = 1 : 1 (0.05/0) | | attr4 = 2 | | | attr1 = 1 : 1 (0.03/0) | | | attr1 = 2 | | | | attr3 = 1 | | | | | attr6 = 1 : 0 (91.26/45.63) | | | | | attr6 = 2 : 1 (0/0) | | | | attr3 = 2 : 1 (0.01/0) | | | attr1 = 3 : 1 (0.01/0) | | attr4 = 3 : 1 (0.06/0) | attr2 = 3 : 0 (0.16/0) attr5 = 3 | attr2 = 1 | | attr4 = 1 | | | attr1 = 1 | | | | attr6 = 1 | | | | | attr3 = 1 : 0 (91.26/45.63) | | | | | attr3 = 2 : 1 (0/0) | | | | attr6 = 2 : 1 (0.05/0) | | | attr1 = 2 : 1 (0.01/0) | | | attr1 = 3 : 1 (0.13/0) | | attr4 = 2 : 1 (0.16/0) | | attr4 = 3 : 1 (0.25/0) | attr2 = 2 | | attr3 = 1 | | | attr4 = 1 : 1 (0.15/0) | | | attr4 = 2 | | | | attr6 = 1 | | | | | attr1 = 1 : 0 (91.26/45.63) | | | | | attr1 = 2 : 1 (0/0) | | | | | attr1 = 3 : 1 (0.08/0) | | | | attr6 = 2 : 1 (0.09/0) | | | attr4 = 3 | | | | attr1 = 1 : 1 (0.18/0) | | | | attr1 = 2 : 0 (182.51/91.26) | | | | attr1 = 3 : 1 (0.08/0) | | attr3 = 2 : 1 (0.08/0) | attr2 = 3 | | attr4 = 1 : 1 (1.33/0) | | attr4 = 2 : 0 (1.24/0) | | attr4 = 3 : 0 (1.16/0) attr5 = 4 | attr1 = 1 : 0 (0.17/0) | attr1 = 2 : 0 (0.17/0) | attr1 = 3 | | attr3 = 1 | | | attr6 = 1 | | | | attr2 = 1 : 0 (0.01/0) | | | | attr2 = 2 : 0 (0.01/0) | | | | attr2 = 3 | | | | | attr4 = 1 : 0 (91.26/45.63) | | | | | attr4 = 2 : 0 (0/0) | | | | | attr4 = 3 : 0 (0.01/0) | | | attr6 = 2 : 0 (0.04/0) | | attr3 = 2 : 0 (0.08/0) Size of the tree : 60 RandomTree ========== attr2 = 1 | attr1 = 1 | | attr6 = 1 | | | attr5 = 1 : 1 (0.02/0) | | | attr5 = 2 : 1 (0/0) | | | attr5 = 3 | | | | attr4 = 1 | | | | | attr3 = 1 : 0 (92.21/46.11) | | | | | attr3 = 2 : 1 (0/0) | | | | attr4 = 2 : 1 (0/0) | | | | attr4 = 3 : 1 (0/0) | | | attr5 = 4 : 0 (0/0) | | attr6 = 2 : 1 (0.03/0) | attr1 = 2 : 1 (0.05/0) | attr1 = 3 : 1 (0.05/0) attr2 = 2 | attr1 = 1 | | attr5 = 1 : 1 (0.04/0) | | attr5 = 2 : 1 (0/0) | | attr5 = 3 | | | attr4 = 1 : 1 (0/0) | | | attr4 = 2 | | | | attr6 = 1 | | | | | attr3 = 1 : 0 (92.21/46.11) | | | | | attr3 = 2 : 1 (0/0) | | | | attr6 = 2 : 1 (0/0) | | | attr4 = 3 : 1 (0.01/0) | | attr5 = 4 : 0 (0/0) | attr1 = 2 | | attr5 = 1 : 1 (0.04/0) | | attr5 = 2 | | | attr4 = 1 : 1 (0/0) | | | attr4 = 2 | | | | attr3 = 1 | | | | | attr6 = 1 : 0 (92.21/46.11) | | | | | attr6 = 2 : 1 (0/0) | | | | attr3 = 2 : 1 (0/0) | | | attr4 = 3 : 1 (0/0) | | attr5 = 3 | | | attr4 = 1 : 1 (0/0) | | | attr4 = 2 : 1 (0/0) | | | attr4 = 3 | | | | attr3 = 1 : 0 (184.43/92.21) | | | | attr3 = 2 : 1 (0/0) | | attr5 = 4 : 0 (0/0) | attr1 = 3 : 1 (0.05/0) attr2 = 3 | attr6 = 1 | | attr4 = 1 | | | attr1 = 1 : 0 (0.02/0.01) | | | attr1 = 2 : 1 (0.03/0.01) | | | attr1 = 3 | | | | attr3 = 1 | | | | | attr5 = 1 : 0 (0.01/0) | | | | | attr5 = 2 : 0 (0/0) | | | | | attr5 = 3 : 1 (0/0) | | | | | attr5 = 4 : 0 (92.21/46.11) | | | | attr3 = 2 : 0 (0.02/0.01) | | attr4 = 2 : 0 (0.06/0) | | attr4 = 3 : 0 (0.08/0) | attr6 = 2 : 0 (0.2/0.03) Size of the tree : 62 RandomTree ========== attr5 = 1 : 0 (0.11/0.03) attr5 = 2 | attr4 = 1 : 0 (0/0) | attr4 = 2 | | attr2 = 1 : 1 (0/0) | | attr2 = 2 | | | attr3 = 1 : 1 (92.29/46.14) | | | attr3 = 2 : 1 (0/0) | | attr2 = 3 : 0 (0/0) | attr4 = 3 : 1 (0/0) attr5 = 3 | attr3 = 1 | | attr2 = 1 | | | attr4 = 1 | | | | attr6 = 1 | | | | | attr1 = 1 : 0 (92.29/46.14) | | | | | attr1 = 2 : 1 (0/0) | | | | | attr1 = 3 : 1 (0/0) | | | | attr6 = 2 : 1 (0/0) | | | attr4 = 2 : 1 (0/0) | | | attr4 = 3 : 1 (0/0) | | attr2 = 2 | | | attr1 = 1 | | | | attr6 = 1 | | | | | attr4 = 1 : 1 (0/0) | | | | | attr4 = 2 : 0 (92.29/46.14) | | | | | attr4 = 3 : 1 (0/0) | | | | attr6 = 2 : 1 (0/0) | | | attr1 = 2 : 1 (184.57/92.29) | | | attr1 = 3 : 1 (0/0) | | attr2 = 3 : 1 (0.05/0.02) | attr3 = 2 : 1 (0.07/0.01) attr5 = 4 | attr4 = 1 | | attr2 = 1 : 0 (0.01/0) | | attr2 = 2 : 0 (0/0) | | attr2 = 3 | | | attr1 = 1 : 0 (0/0) | | | attr1 = 2 : 0 (0/0) | | | attr1 = 3 | | | | attr3 = 1 : 0 (92.29/46.14) | | | | attr3 = 2 : 0 (0/0) | attr4 = 2 : 0 (0.01/0) | attr4 = 3 : 0 (0.01/0) Size of the tree : 45 Number of performed Iterations: 6