Keith's Ph.D. Research
About
Documents
Experiments
·
·
·
                                          
Printer Friendly Version
Results

Intro ] [ sleep-bdi-3-bins-13-atts-IBK-Sana-2009-01-10 ] [ sleep-bdi-3-bins-13-atts-J48-2008-12-20 ] [ sleep-bdi-3-bins-13-atts-J48-Sana-2009-01-10 ]

Up: Experiments ]

=== Run information ===

Scheme:       weka.classifiers.trees.J48 -C 0.25 -M 2
Relation:     outmacro.txt-weka.filters.unsupervised.attribute.Remove-R1-weka.filters.unsupervised.attribute.Remove-R2,11-19,51-52,76-78,80,82,86,89-weka.filters.unsupervised.attribute.Remove-R8-9-weka.filters.unsupervised.attribute.Remove-R1-weka.filters.unsupervised.attribute.Remove-R38-58-weka.filters.unsupervised.instance.RemoveWithValues-S17.0-Cfirst-Lfirst-last-weka.filters.unsupervised.instance.RemoveWithValues-S18.0-Cfirst-Lfirst-last-weka.filters.unsupervised.attribute.NumericToNominal-R38-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.ClassAssigner-C38-weka.filters.unsupervised.attribute.ClassAssigner-C38-weka.filters.unsupervised.attribute.Reorder-R1-last,38-weka.filters.unsupervised.attribute.Remove-R38-weka.filters.unsupervised.attribute.Remove-R1,3-15,17-18,21-23,26,28,31,33-34,36-37,40-46
Instances:    952
Attributes:   14
              gender
              tired
              eat_work_worry_bed
              wake_am_headache
              leg_uneasy
              leg_crawly
              paralysis
              unable_move
              vivid_dream_nightmares
              wa_confused
              epworth_score
              if_eat_less
              exercise_rate
              bdi
Test mode:    10-fold cross-validation

=== Classifier model (full training set) ===

J48 pruned tree
------------------

eat_work_worry_bed <= 1
|   epworth_score <= 27
|   |   wa_confused <= 0: 0_1_2_3_4_5_6_7_8_9 (311.94/85.39)
|   |   wa_confused > 0
|   |   |   leg_crawly <= 2
|   |   |   |   wa_confused <= 2
|   |   |   |   |   unable_move <= 0
|   |   |   |   |   |   exercise_rate <= 5: 0_1_2_3_4_5_6_7_8_9 (25.26/10.15)
|   |   |   |   |   |   exercise_rate > 5: 10_11_12_13_14_15_16 (2.62/0.62)
|   |   |   |   |   unable_move > 0
|   |   |   |   |   |   paralysis <= 0: 0_1_2_3_4_5_6_7_8_9 (6.72/0.69)
|   |   |   |   |   |   paralysis > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.35/1.01)
|   |   |   |   wa_confused > 2
|   |   |   |   |   wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (2.04/1.01)
|   |   |   |   |   wake_am_headache > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.03/1.01)
|   |   |   leg_crawly > 2
|   |   |   |   epworth_score <= 23: 10_11_12_13_14_15_16 (2.12/0.12)
|   |   |   |   epworth_score > 23: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/1.01)
|   epworth_score > 27
|   |   paralysis <= 0
|   |   |   unable_move <= 1
|   |   |   |   gender = m
|   |   |   |   |   if_eat_less = u: 0_1_2_3_4_5_6_7_8_9 (54.6/24.17)
|   |   |   |   |   if_eat_less = y
|   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   |   |   epworth_score <= 28: 10_11_12_13_14_15_16 (2.0)
|   |   |   |   |   |   |   |   epworth_score > 28: 0_1_2_3_4_5_6_7_8_9 (5.77/1.77)
|   |   |   |   |   |   |   eat_work_worry_bed > 0: 10_11_12_13_14_15_16 (6.77)
|   |   |   |   |   |   wake_am_headache > 1
|   |   |   |   |   |   |   leg_crawly <= 1
|   |   |   |   |   |   |   |   epworth_score <= 38: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.0/1.0)
|   |   |   |   |   |   |   |   epworth_score > 38: 0_1_2_3_4_5_6_7_8_9 (3.0)
|   |   |   |   |   |   |   leg_crawly > 1
|   |   |   |   |   |   |   |   epworth_score <= 46: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0)
|   |   |   |   |   |   |   |   epworth_score > 46: 10_11_12_13_14_15_16 (2.0)
|   |   |   |   |   if_eat_less = n
|   |   |   |   |   |   wake_am_headache <= 0
|   |   |   |   |   |   |   leg_uneasy <= 1: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
|   |   |   |   |   |   |   leg_uneasy > 1: 10_11_12_13_14_15_16 (2.0)
|   |   |   |   |   |   wake_am_headache > 0: 0_1_2_3_4_5_6_7_8_9 (5.0/1.0)
|   |   |   |   gender = f
|   |   |   |   |   if_eat_less = u
|   |   |   |   |   |   exercise_rate <= 2
|   |   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   |   leg_crawly <= 2
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 0: 10_11_12_13_14_15_16 (3.0/1.0)
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 0
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 2: 0_1_2_3_4_5_6_7_8_9 (6.0/1.0)
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 2: 10_11_12_13_14_15_16 (3.0/1.0)
|   |   |   |   |   |   |   |   leg_crawly > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0)
|   |   |   |   |   |   |   wake_am_headache > 1
|   |   |   |   |   |   |   |   tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.0/1.0)
|   |   |   |   |   |   |   |   tired > 2: 10_11_12_13_14_15_16 (5.77)
|   |   |   |   |   |   exercise_rate > 2: 0_1_2_3_4_5_6_7_8_9 (10.0/3.0)
|   |   |   |   |   if_eat_less = y
|   |   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   |   unable_move <= 0
|   |   |   |   |   |   |   |   exercise_rate <= 2
|   |   |   |   |   |   |   |   |   exercise_rate <= 1
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1: 0_1_2_3_4_5_6_7_8_9 (3.0)
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 1: 10_11_12_13_14_15_16 (4.38/1.38)
|   |   |   |   |   |   |   |   |   exercise_rate > 1: 10_11_12_13_14_15_16 (4.0/1.0)
|   |   |   |   |   |   |   |   exercise_rate > 2: 0_1_2_3_4_5_6_7_8_9 (5.0/1.0)
|   |   |   |   |   |   |   unable_move > 0: 10_11_12_13_14_15_16 (2.0)
|   |   |   |   |   |   eat_work_worry_bed > 0
|   |   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   |   wake_am_headache <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.0/1.0)
|   |   |   |   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   |   |   |   leg_uneasy <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0)
|   |   |   |   |   |   |   |   |   leg_uneasy > 1: 0_1_2_3_4_5_6_7_8_9 (2.0)
|   |   |   |   |   |   |   wake_am_headache > 1: 10_11_12_13_14_15_16 (3.23/0.23)
|   |   |   |   |   if_eat_less = n: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (6.0/1.0)
|   |   |   unable_move > 1
|   |   |   |   leg_crawly <= 0: 10_11_12_13_14_15_16 (8.03/0.03)
|   |   |   |   leg_crawly > 0
|   |   |   |   |   gender = m: 10_11_12_13_14_15_16 (3.02/1.02)
|   |   |   |   |   gender = f: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
|   |   paralysis > 0
|   |   |   wa_confused <= 2
|   |   |   |   tired <= 2
|   |   |   |   |   unable_move <= 1: 0_1_2_3_4_5_6_7_8_9 (5.44/1.24)
|   |   |   |   |   unable_move > 1: 10_11_12_13_14_15_16 (3.0/1.0)
|   |   |   |   tired > 2
|   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   if_eat_less = u
|   |   |   |   |   |   |   wa_confused <= 0: 0_1_2_3_4_5_6_7_8_9 (2.82/0.01)
|   |   |   |   |   |   |   wa_confused > 0
|   |   |   |   |   |   |   |   wake_am_headache <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.25/0.25)
|   |   |   |   |   |   |   |   wake_am_headache > 2
|   |   |   |   |   |   |   |   |   leg_uneasy <= 2: 0_1_2_3_4_5_6_7_8_9 (2.02/0.0)
|   |   |   |   |   |   |   |   |   leg_uneasy > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.02/0.01)
|   |   |   |   |   |   if_eat_less = y
|   |   |   |   |   |   |   wa_confused <= 1: 10_11_12_13_14_15_16 (4.23/1.0)
|   |   |   |   |   |   |   wa_confused > 1: 0_1_2_3_4_5_6_7_8_9 (2.0)
|   |   |   |   |   |   if_eat_less = n: 10_11_12_13_14_15_16 (1.0)
|   |   |   |   |   eat_work_worry_bed > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (16.88/6.06)
|   |   |   wa_confused > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (10.24/2.03)
eat_work_worry_bed > 1
|   paralysis <= 1
|   |   leg_crawly <= 0
|   |   |   wa_confused <= 2
|   |   |   |   exercise_rate <= 1
|   |   |   |   |   gender = m
|   |   |   |   |   |   unable_move <= 1
|   |   |   |   |   |   |   if_eat_less = u: 0_1_2_3_4_5_6_7_8_9 (42.6/19.04)
|   |   |   |   |   |   |   if_eat_less = y
|   |   |   |   |   |   |   |   leg_uneasy <= 0
|   |   |   |   |   |   |   |   |   wake_am_headache <= 0: 10_11_12_13_14_15_16 (3.0)
|   |   |   |   |   |   |   |   |   wake_am_headache > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (5.0/1.0)
|   |   |   |   |   |   |   |   leg_uneasy > 0
|   |   |   |   |   |   |   |   |   leg_uneasy <= 2: 0_1_2_3_4_5_6_7_8_9 (2.0)
|   |   |   |   |   |   |   |   |   leg_uneasy > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.0/1.0)
|   |   |   |   |   |   |   if_eat_less = n
|   |   |   |   |   |   |   |   leg_uneasy <= 0
|   |   |   |   |   |   |   |   |   eat_work_worry_bed <= 2: 10_11_12_13_14_15_16 (3.0/1.0)
|   |   |   |   |   |   |   |   |   eat_work_worry_bed > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0)
|   |   |   |   |   |   |   |   leg_uneasy > 0: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
|   |   |   |   |   |   unable_move > 1
|   |   |   |   |   |   |   eat_work_worry_bed <= 2: 0_1_2_3_4_5_6_7_8_9 (2.01/0.01)
|   |   |   |   |   |   |   eat_work_worry_bed > 2: 10_11_12_13_14_15_16 (3.02/0.02)
|   |   |   |   |   gender = f
|   |   |   |   |   |   unable_move <= 0
|   |   |   |   |   |   |   wa_confused <= 1
|   |   |   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   |   |   epworth_score <= 19: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (5.11)
|   |   |   |   |   |   |   |   |   epworth_score > 19
|   |   |   |   |   |   |   |   |   |   epworth_score <= 26: 10_11_12_13_14_15_16 (7.11/0.11)
|   |   |   |   |   |   |   |   |   |   epworth_score > 26: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (7.0/3.0)
|   |   |   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   |   |   if_eat_less = u
|   |   |   |   |   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   |   |   |   |   wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (3.76/1.0)
|   |   |   |   |   |   |   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   |   |   |   |   |   |   epworth_score <= 25: 10_11_12_13_14_15_16 (2.0)
|   |   |   |   |   |   |   |   |   |   |   |   epworth_score > 25: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
|   |   |   |   |   |   |   |   |   |   wake_am_headache > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.0)
|   |   |   |   |   |   |   |   |   if_eat_less = y
|   |   |   |   |   |   |   |   |   |   leg_uneasy <= 1: 0_1_2_3_4_5_6_7_8_9 (7.6/4.18)
|   |   |   |   |   |   |   |   |   |   leg_uneasy > 1: 10_11_12_13_14_15_16 (3.0)
|   |   |   |   |   |   |   |   |   if_eat_less = n
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.82/1.0)
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 2: 10_11_12_13_14_15_16 (4.0/2.0)
|   |   |   |   |   |   |   wa_confused > 1: 10_11_12_13_14_15_16 (2.91/0.03)
|   |   |   |   |   |   unable_move > 0
|   |   |   |   |   |   |   vivid_dream_nightmares <= 1
|   |   |   |   |   |   |   |   wa_confused <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.08/0.03)
|   |   |   |   |   |   |   |   wa_confused > 0: 10_11_12_13_14_15_16 (2.0)
|   |   |   |   |   |   |   vivid_dream_nightmares > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (7.3/0.06)
|   |   |   |   exercise_rate > 1
|   |   |   |   |   exercise_rate <= 5
|   |   |   |   |   |   wa_confused <= 0
|   |   |   |   |   |   |   vivid_dream_nightmares <= 0: 0_1_2_3_4_5_6_7_8_9 (10.32/1.0)
|   |   |   |   |   |   |   vivid_dream_nightmares > 0
|   |   |   |   |   |   |   |   if_eat_less = u: 10_11_12_13_14_15_16 (6.67/2.09)
|   |   |   |   |   |   |   |   if_eat_less = y
|   |   |   |   |   |   |   |   |   exercise_rate <= 2: 10_11_12_13_14_15_16 (3.0/1.0)
|   |   |   |   |   |   |   |   |   exercise_rate > 2: 0_1_2_3_4_5_6_7_8_9 (6.09/1.0)
|   |   |   |   |   |   |   |   if_eat_less = n: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
|   |   |   |   |   |   wa_confused > 0
|   |   |   |   |   |   |   tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/0.01)
|   |   |   |   |   |   |   tired > 2: 0_1_2_3_4_5_6_7_8_9 (6.07/1.0)
|   |   |   |   |   exercise_rate > 5: 10_11_12_13_14_15_16 (3.27/1.27)
|   |   |   wa_confused > 2
|   |   |   |   gender = m
|   |   |   |   |   exercise_rate <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.02/0.01)
|   |   |   |   |   exercise_rate > 0: 0_1_2_3_4_5_6_7_8_9 (2.0)
|   |   |   |   gender = f: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.93/0.02)
|   |   leg_crawly > 0
|   |   |   unable_move <= 1
|   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   if_eat_less = u
|   |   |   |   |   |   leg_crawly <= 1
|   |   |   |   |   |   |   epworth_score <= 25: 0_1_2_3_4_5_6_7_8_9 (3.25/0.22)
|   |   |   |   |   |   |   epworth_score > 25: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (8.05/2.03)
|   |   |   |   |   |   leg_crawly > 1
|   |   |   |   |   |   |   wa_confused <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (7.27/2.25)
|   |   |   |   |   |   |   wa_confused > 0: 10_11_12_13_14_15_16 (4.03/1.03)
|   |   |   |   |   if_eat_less = y
|   |   |   |   |   |   leg_crawly <= 2
|   |   |   |   |   |   |   wa_confused <= 0: 10_11_12_13_14_15_16 (12.21/4.21)
|   |   |   |   |   |   |   wa_confused > 0
|   |   |   |   |   |   |   |   epworth_score <= 35: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.01/0.01)
|   |   |   |   |   |   |   |   epworth_score > 35: 10_11_12_13_14_15_16 (2.0)
|   |   |   |   |   |   leg_crawly > 2: 0_1_2_3_4_5_6_7_8_9 (3.01/1.0)
|   |   |   |   |   if_eat_less = n
|   |   |   |   |   |   epworth_score <= 30
|   |   |   |   |   |   |   epworth_score <= 24: 10_11_12_13_14_15_16 (3.0)
|   |   |   |   |   |   |   epworth_score > 24: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.0/1.0)
|   |   |   |   |   |   epworth_score > 30: 0_1_2_3_4_5_6_7_8_9 (7.0/2.0)
|   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   gender = m
|   |   |   |   |   |   tired <= 2: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   wake_am_headache <= 0
|   |   |   |   |   |   |   |   leg_uneasy <= 2: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   |   |   |   leg_uneasy > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.01/0.01)
|   |   |   |   |   |   |   wake_am_headache > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (14.1/1.05)
|   |   |   |   |   gender = f
|   |   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   |   |   unable_move <= 0
|   |   |   |   |   |   |   |   |   if_eat_less = u
|   |   |   |   |   |   |   |   |   |   epworth_score <= 34: 10_11_12_13_14_15_16 (4.03/0.03)
|   |   |   |   |   |   |   |   |   |   epworth_score > 34
|   |   |   |   |   |   |   |   |   |   |   leg_uneasy <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.0/1.0)
|   |   |   |   |   |   |   |   |   |   |   leg_uneasy > 2: 0_1_2_3_4_5_6_7_8_9 (2.0/1.0)
|   |   |   |   |   |   |   |   |   if_eat_less = y: 10_11_12_13_14_15_16 (7.18/3.18)
|   |   |   |   |   |   |   |   |   if_eat_less = n: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.0/1.0)
|   |   |   |   |   |   |   |   unable_move > 0: 0_1_2_3_4_5_6_7_8_9 (2.02/1.0)
|   |   |   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   |   |   wake_am_headache <= 0: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   |   |   |   exercise_rate <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (9.68/2.11)
|   |   |   |   |   |   |   |   |   exercise_rate > 0: 10_11_12_13_14_15_16 (3.04/1.04)
|   |   |   |   |   |   paralysis > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (8.4/2.09)
|   |   |   unable_move > 1
|   |   |   |   wa_confused <= 0
|   |   |   |   |   leg_uneasy <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.04/0.04)
|   |   |   |   |   leg_uneasy > 2: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   wa_confused > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (7.1/0.02)
|   paralysis > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (46.26/10.4)

Number of Leaves  : 	116

Size of the tree : 	223


Time taken to build model: 1.52 seconds

=== Stratified cross-validation ===
=== Summary ===

Correctly Classified Instances         460               48.4721 %
Incorrectly Classified Instances       489               51.5279 %
Kappa statistic                          0.1836
Mean absolute error                      0.3779
Root mean squared error                  0.51  
Relative absolute error                 87.7121 %
Root relative squared error            109.9016 %
Total Number of Instances              949     
Ignored Class Unknown Instances                  3     

=== Detailed Accuracy By Class ===

TP Rate   FP Rate   Precision   Recall  F-Measure   ROC Area  Class
  0.698     0.406      0.584     0.698     0.636      0.644    0_1_2_3_4_5_6_7_8_9
  0.219     0.219      0.284     0.219     0.247      0.496    10_11_12_13_14_15_16
  0.407     0.184      0.446     0.407     0.426      0.611    17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52

=== Confusion Matrix ===

   a   b   c   <-- classified as
 298  70  59 |   a = 0_1_2_3_4_5_6_7_8_9
 141  59  69 |   b = 10_11_12_13_14_15_16
  71  79 103 |   c = 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52

Intro
2009-01-23-KDDR-2.arff
2009-01-23-KDDR-2.exp
2009-01-23-KDDR.arff
Trial.csv
sleep-bdi-2008-12-14.csv
sleep-bdi-2009-01-30.arff
sleep-bdi-3-bins-08-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-08-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-08-atts-IBK-2008-12-20
sleep-bdi-3-bins-08-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-08-atts-J48-2008-12-20
sleep-bdi-3-bins-08-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-08-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-09-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-09-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-09-atts-IBK-2008-12-20
sleep-bdi-3-bins-09-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-09-atts-J48-2008-12-20
sleep-bdi-3-bins-09-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-09-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-11-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-11-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-11-atts-IBK-2008-12-20
sleep-bdi-3-bins-11-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-11-atts-J48-2008-12-20
sleep-bdi-3-bins-11-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-11-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-13-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-13-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-13-atts-IBK-2008-12-20
sleep-bdi-3-bins-13-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-13-atts-J48-2008-12-20
sleep-bdi-3-bins-13-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-13-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-BayesNet-2008-12-19
sleep-bdi-3-bins-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-IBK-2008-12-19
sleep-bdi-3-bins-IBK-Sana-2009-01-10
sleep-bdi-3-bins-J48-2008-12-19
sleep-bdi-3-bins-J48-Sana-2009-01-10
sleep-bdi-3-bins-SimpleLog-2008-12-19
sleep-bdi-4-bins-08-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-08-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-08-atts-IBK-2008-12-20
sleep-bdi-4-bins-08-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-08-atts-J48-2008-12-20
sleep-bdi-4-bins-08-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-08-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-09-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-09-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-09-atts-IBK-2008-12-20
sleep-bdi-4-bins-09-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-09-atts-J48-2008-12-20
sleep-bdi-4-bins-09-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-09-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-11-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-11-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-11-atts-IBK-2008-12-20
sleep-bdi-4-bins-11-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-11-atts-J48-2008-12-20
sleep-bdi-4-bins-11-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-11-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-12-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-12-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-12-atts-IBK-2008-12-20
sleep-bdi-4-bins-12-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-12-atts-J48-2008-12-20
sleep-bdi-4-bins-12-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-12-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-BayesNet-2008-12-19
sleep-bdi-4-bins-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-IBK-2008-12-19
sleep-bdi-4-bins-IBK-Sana-2009-01-10
sleep-bdi-4-bins-J48-2008-12-19
sleep-bdi-4-bins-J48-Sana-2009-01-10
sleep-bdi-4-bins-SimpleLog-2008-12-19
sleep-bdi-Linear-Regression-2009-02-04
sleep-bdi-classification-2009-02-12-algorithm
sleep-bdi-classification-2009-02-12-data-set
sleep-bdi-classification-2009-02-12.arff
sleep-bdi-regression-2009-02-12-algorithm
sleep-bdi-regression-2009-02-12-data-set
sleep-bdi-regression-2009-02-12.arff

by: Keith A. Pray
Last Modified: December 27, 2008 4:25 PM
© 2008 - 2007 Keith A. Pray.
All rights reserved.

Current Theme: 

Kapowee Hosted | Kapow Generated in 0.01 second | XHTML | CSS | Section 508